{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a0f174f9-84a5-413d-a484-d2a11b49bf78",
   "metadata": {},
   "source": [
    "## 机器学习初步-梯度下降"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a637620-2e33-461a-a665-111a837253fa",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4fa14cd0-0658-414c-9b5a-fced7d2d2da5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data = pd.read_csv(\"Salary_Data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "90a81ee0-1f9c-4b70-bc03-0a9ab3431203",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "data = pd.read_csv(\"Salary_Data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "43c5e729-cfab-4b2c-b54b-feb55ab9296d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YearsExperience</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.3</td>\n",
       "      <td>9.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.6</td>\n",
       "      <td>9.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.8</td>\n",
       "      <td>10.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.1</td>\n",
       "      <td>9.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.3</td>\n",
       "      <td>11.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.5</td>\n",
       "      <td>9.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2.0</td>\n",
       "      <td>10.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2.2</td>\n",
       "      <td>9.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.9</td>\n",
       "      <td>14.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.0</td>\n",
       "      <td>15.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.2</td>\n",
       "      <td>13.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.2</td>\n",
       "      <td>16.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3.7</td>\n",
       "      <td>14.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.9</td>\n",
       "      <td>15.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4.0</td>\n",
       "      <td>13.925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4.0</td>\n",
       "      <td>14.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4.1</td>\n",
       "      <td>14.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4.5</td>\n",
       "      <td>15.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4.9</td>\n",
       "      <td>16.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5.1</td>\n",
       "      <td>16.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.3</td>\n",
       "      <td>20.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5.9</td>\n",
       "      <td>20.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>6.0</td>\n",
       "      <td>23.475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6.8</td>\n",
       "      <td>22.925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7.1</td>\n",
       "      <td>24.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>7.9</td>\n",
       "      <td>25.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>8.2</td>\n",
       "      <td>28.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>8.7</td>\n",
       "      <td>27.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>9.0</td>\n",
       "      <td>26.375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>9.5</td>\n",
       "      <td>29.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>9.6</td>\n",
       "      <td>28.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>10.3</td>\n",
       "      <td>30.575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>10.5</td>\n",
       "      <td>30.450</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    YearsExperience  Salary\n",
       "0               0.3   9.050\n",
       "1               0.6   9.150\n",
       "2               0.8  10.700\n",
       "3               1.1   9.825\n",
       "4               1.3  11.550\n",
       "5               1.5   9.425\n",
       "6               2.0  10.875\n",
       "7               2.2   9.950\n",
       "8               2.9  14.150\n",
       "9               3.0  15.025\n",
       "10              3.2  13.600\n",
       "11              3.2  16.100\n",
       "12              3.7  14.275\n",
       "13              3.9  15.800\n",
       "14              4.0  13.925\n",
       "15              4.0  14.225\n",
       "16              4.1  14.250\n",
       "17              4.5  15.275\n",
       "18              4.9  16.975\n",
       "19              5.1  16.500\n",
       "20              5.3  20.750\n",
       "21              5.9  20.325\n",
       "22              6.0  23.475\n",
       "23              6.8  22.925\n",
       "24              7.1  24.550\n",
       "25              7.9  25.325\n",
       "26              8.2  28.450\n",
       "27              8.7  27.350\n",
       "28              9.0  26.375\n",
       "29              9.5  29.225\n",
       "30              9.6  28.150\n",
       "31             10.3  30.575\n",
       "32             10.5  30.450"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7cc8d3b4-2d61-4ccb-a104-b5f5ff136029",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1afc7484950>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib as mpl \n",
    "\n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "fontManager.addfont(\"SimHei.ttf\")\n",
    "mpl.rc('font', family=\"SimHei\")\n",
    "\n",
    "x = data[\"YearsExperience\"]\n",
    "y = data[\"Salary\"]\n",
    "data = pd.read_csv(\"Salary_Data.csv\")\n",
    "plt.scatter(x, y, marker=\"x\", color =\"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "05152c74-4f0b-41b5-a2e2-526ee9c15daa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl \n",
    "\n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "fontManager.addfont(\"SimHei.ttf\")\n",
    "mpl.rc('font', family=\"SimHei\")\n",
    "\n",
    "\n",
    "x = data[\"YearsExperience\"]\n",
    "y = data[\"Salary\"]\n",
    "\n",
    "plt.scatter(x, y, marker=\"x\", color=\"red\")\n",
    "plt.title(\"工作年限-工资\")\n",
    "plt.xlabel(\"年限\")\n",
    "plt.ylabel(\"收入（千元）\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ed40fdac-7146-4f03-8042-360f42572960",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "f:\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_pred(w, b):\n",
    "  y_pred = x*w + b\n",
    "  plt.plot(x, y_pred, color=\"blue\", label=\"预测\")\n",
    "  plt.scatter(x, y, marker=\"x\", color=\"red\", label=\"真实数据\")\n",
    "  plt.title(\"工作年限-工资\")\n",
    "  plt.xlabel(\"年限\")\n",
    "  plt.ylabel(\"工资（千）\")\n",
    "  plt.xlim([0, 12])\n",
    "  plt.ylim([-60, 140])\n",
    "  plt.legend()\n",
    "  plt.show()\n",
    "\n",
    "plot_pred(4, 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "39f4d682-2009-44cd-b326-533ab43f5f17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1d176f6299a2495cb18bfe1dd8ccf5de",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=0, description='w', min=-100), IntSlider(value=0, description='b', min=-…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.plot_pred(w, b)>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from ipywidgets import interact\n",
    "\n",
    "interact(plot_pred, w=(-100, 100, 1), b=(-100, 100, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c72c51b-9446-442e-8b1b-64ea33c95353",
   "metadata": {},
   "source": [
    "## 损失函数 Cost function\n",
    "\n",
    "## 预期的所有的Y和原来的Y的差的平方和，是一种线性的损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "be7ed472-38ca-4816-8f54-4ef59179cb06",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_cost(x, y, w, b):#损失函数\n",
    "  y_pred = w*x + b\n",
    "  cost = (y - y_pred)**2\n",
    "  cost = cost.sum() / len(x)\n",
    "\n",
    "  return cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "aed6bda3-9dec-4a3d-8d9e-cbef45f65de7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[349921.06757575757,\n",
       " 343180.8622727273,\n",
       " 336506.20787878794,\n",
       " 329897.10439393943,\n",
       " 323353.5518181818,\n",
       " 316875.55015151517,\n",
       " 310463.09939393937,\n",
       " 304116.1995454546,\n",
       " 297834.8506060606,\n",
       " 291619.05257575755,\n",
       " 285468.8054545455,\n",
       " 279384.10924242425,\n",
       " 273364.9639393939,\n",
       " 267411.36954545457,\n",
       " 261523.32606060605,\n",
       " 255700.8334848485,\n",
       " 249943.89181818184,\n",
       " 244252.50106060607,\n",
       " 238626.66121212122,\n",
       " 233066.37227272728,\n",
       " 227571.63424242428,\n",
       " 222142.4471212121,\n",
       " 216778.8109090909,\n",
       " 211480.7256060606,\n",
       " 206248.19121212122,\n",
       " 201081.20772727273,\n",
       " 195979.77515151515,\n",
       " 190943.8934848485,\n",
       " 185973.56272727274,\n",
       " 181068.78287878784,\n",
       " 176229.55393939395,\n",
       " 171455.87590909092,\n",
       " 166747.7487878788,\n",
       " 162105.17257575758,\n",
       " 157528.14727272728,\n",
       " 153016.67287878788,\n",
       " 148570.74939393942,\n",
       " 144190.37681818183,\n",
       " 139875.55515151517,\n",
       " 135626.28439393942,\n",
       " 131442.56454545454,\n",
       " 127324.39560606063,\n",
       " 123271.77757575759,\n",
       " 119284.71045454545,\n",
       " 115363.19424242424,\n",
       " 111507.22893939394,\n",
       " 107716.81454545454,\n",
       " 103991.95106060608,\n",
       " 100332.63848484849,\n",
       " 96738.87681818182,\n",
       " 93210.66606060606,\n",
       " 89748.0062121212,\n",
       " 86350.89727272728,\n",
       " 83019.33924242425,\n",
       " 79753.33212121212,\n",
       " 76552.87590909092,\n",
       " 73417.9706060606,\n",
       " 70348.61621212121,\n",
       " 67344.81272727274,\n",
       " 64406.56015151515,\n",
       " 61533.85848484848,\n",
       " 58726.70772727273,\n",
       " 55985.10787878787,\n",
       " 53309.058939393944,\n",
       " 50698.56090909091,\n",
       " 48153.613787878785,\n",
       " 45674.217575757575,\n",
       " 43260.37227272727,\n",
       " 40912.07787878788,\n",
       " 38629.33439393939,\n",
       " 36412.141818181815,\n",
       " 34260.500151515145,\n",
       " 32174.409393939393,\n",
       " 30153.86954545455,\n",
       " 28198.880606060604,\n",
       " 26309.442575757577,\n",
       " 24485.55545454545,\n",
       " 22727.219242424242,\n",
       " 21034.43393939394,\n",
       " 19407.19954545454,\n",
       " 17845.51606060606,\n",
       " 16349.383484848482,\n",
       " 14918.801818181817,\n",
       " 13553.771060606057,\n",
       " 12254.291212121212,\n",
       " 11020.362272727272,\n",
       " 9851.984242424243,\n",
       " 8749.157121212122,\n",
       " 7711.880909090909,\n",
       " 6740.155606060606,\n",
       " 5833.981212121212,\n",
       " 4993.357727272727,\n",
       " 4218.285151515151,\n",
       " 3508.763484848485,\n",
       " 2864.792727272727,\n",
       " 2286.3728787878786,\n",
       " 1773.5039393939396,\n",
       " 1326.1859090909093,\n",
       " 944.4187878787878,\n",
       " 628.2025757575758,\n",
       " 377.5372727272727,\n",
       " 192.42287878787877,\n",
       " 72.85939393939394,\n",
       " 18.84681818181818,\n",
       " 30.385151515151513,\n",
       " 107.47439393939393,\n",
       " 250.1145454545454,\n",
       " 458.305606060606,\n",
       " 732.0475757575757,\n",
       " 1071.3404545454543,\n",
       " 1476.1842424242425,\n",
       " 1946.5789393939394,\n",
       " 2482.524545454545,\n",
       " 3084.0210606060605,\n",
       " 3751.068484848485,\n",
       " 4483.666818181819,\n",
       " 5281.81606060606,\n",
       " 6145.5162121212115,\n",
       " 7074.767272727273,\n",
       " 8069.569242424243,\n",
       " 9129.922121212123,\n",
       " 10255.82590909091,\n",
       " 11447.280606060607,\n",
       " 12704.286212121215,\n",
       " 14026.842727272728,\n",
       " 15414.950151515153,\n",
       " 16868.608484848482,\n",
       " 18387.817727272726,\n",
       " 19972.57787878788,\n",
       " 21622.888939393943,\n",
       " 23338.75090909091,\n",
       " 25120.163787878788,\n",
       " 26967.127575757575,\n",
       " 28879.642272727273,\n",
       " 30857.707878787875,\n",
       " 32901.324393939394,\n",
       " 35010.49181818182,\n",
       " 37185.210151515144,\n",
       " 39425.47939393939,\n",
       " 41731.299545454545,\n",
       " 44102.6706060606,\n",
       " 46539.592575757575,\n",
       " 49042.06545454545,\n",
       " 51610.089242424234,\n",
       " 54243.66393939394,\n",
       " 56942.789545454536,\n",
       " 59707.46606060606,\n",
       " 62537.69348484848,\n",
       " 65433.47181818181,\n",
       " 68394.80106060606,\n",
       " 71421.68121212121,\n",
       " 74514.11227272727,\n",
       " 77672.09424242424,\n",
       " 80895.62712121214,\n",
       " 84184.7109090909,\n",
       " 87539.3456060606,\n",
       " 90959.5312121212,\n",
       " 94445.26772727272,\n",
       " 97996.55515151515,\n",
       " 101613.39348484846,\n",
       " 105295.78272727273,\n",
       " 109043.72287878788,\n",
       " 112857.21393939391,\n",
       " 116736.25590909089,\n",
       " 120680.84878787879,\n",
       " 124690.99257575758,\n",
       " 128766.68727272726,\n",
       " 132907.93287878786,\n",
       " 137114.72939393937,\n",
       " 141387.07681818178,\n",
       " 145724.97515151513,\n",
       " 150128.42439393935,\n",
       " 154597.42454545453,\n",
       " 159131.9756060606,\n",
       " 163732.07757575755,\n",
       " 168397.73045454544,\n",
       " 173128.93424242423,\n",
       " 177925.68893939393,\n",
       " 182787.99454545457,\n",
       " 187715.85106060604,\n",
       " 192709.25848484845,\n",
       " 197768.2168181818,\n",
       " 202892.72606060607,\n",
       " 208082.7862121212,\n",
       " 213338.39727272725,\n",
       " 218659.5592424242,\n",
       " 224046.27212121213,\n",
       " 229498.53590909092,\n",
       " 235016.3506060606,\n",
       " 240599.71621212122,\n",
       " 246248.6327272727,\n",
       " 251963.10015151513,\n",
       " 257743.1184848485,\n",
       " 263588.68772727274,\n",
       " 269499.80787878786,\n",
       " 275476.47893939394,\n",
       " 281518.7009090909,\n",
       " 287626.47378787876,\n",
       " 293799.79757575755,\n",
       " 300038.67227272724,\n",
       " 306343.0978787879]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# b=0 w=-100~100 cost會是多少\n",
    "\n",
    "costs = []\n",
    "for w in range(-100, 101):\n",
    "  cost = compute_cost(x, y, w, 0)\n",
    "  costs.append(cost)\n",
    "costs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d27c1ab8-a1cb-41ed-95f1-5275a6049744",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "f:\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(range(-100, 101), costs)\n",
    "plt.title(\"cost function b=0 w=-100~100\")\n",
    "plt.xlabel(\"w\")\n",
    "plt.ylabel(\"cost\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a48a3cad-2e2b-4b12-8a4e-b846875c095c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[461185.0069697 , 459973.36757576, 458763.72818182, ...,\n",
       "        260286.4069697 , 259470.76757576, 258657.12818182],\n",
       "       [453468.4380303 , 452266.56227273, 451066.68651515, ...,\n",
       "        254503.0380303 , 253697.16227273, 252893.28651515],\n",
       "       [445817.42      , 444625.30787879, 443435.19575758, ...,\n",
       "        248785.22      , 247989.10787879, 247194.99575758],\n",
       "       ...,\n",
       "       [211743.7369697 , 212465.29757576, 213188.85818182, ...,\n",
       "        393618.7369697 , 394736.29757576, 395855.85818182],\n",
       "       [217006.2480303 , 217737.57227273, 218470.89651515, ...,\n",
       "        400814.4480303 , 401941.77227273, 403071.09651515],\n",
       "       [222334.31      , 223075.39787879, 223818.48575758, ...,\n",
       "        408075.71      , 409212.79787879, 410351.88575758]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# w=-100~100 b=-100~100 的 cost\n",
    "import numpy as np\n",
    "\n",
    "ws = np.arange(-100, 101)\n",
    "bs = np.arange(-100, 101)\n",
    "costs = np.zeros((201, 201))\n",
    "\n",
    "i = 0\n",
    "for w in ws: \n",
    "  j = 0\n",
    "  for b in bs: \n",
    "    cost = compute_cost(x, y, w, b)\n",
    "    costs[i,j] = cost\n",
    "    j = j+1\n",
    "  i = i+1\n",
    "\n",
    "costs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5d207f8e-f254-4a6a-851d-bcd7fa2ed42f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "f:\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当w=[2], b=[8] 会有最小的cost:[2.87151515]\n"
     ]
    }
   ],
   "source": [
    "import matplotlib as mpl \n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "fontManager.addfont(\"SimHei.ttf\")\n",
    "mpl.rc('font', family=\"SimHei\")\n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "ax = plt.axes(projection=\"3d\")\n",
    "ax.view_init(30, 30)\n",
    "ax.xaxis.set_pane_color((0, 0, 0))\n",
    "ax.yaxis.set_pane_color((0, 0, 0))\n",
    "ax.zaxis.set_pane_color((0, 0, 0))\n",
    "\n",
    "b_grid, w_grid = np.meshgrid(bs, ws)\n",
    "# https://wangyeming.github.io/2018/11/12/numpy-meshgrid/\n",
    "\n",
    "ax.plot_surface(w_grid, b_grid, costs, cmap=\"Spectral_r\", alpha=0.7)\n",
    "ax.plot_wireframe(w_grid, b_grid, costs, color=\"black\", alpha=0.1)\n",
    "\n",
    "ax.set_title(\"w b 对应的 cost\")\n",
    "ax.set_xlabel(\"w\")\n",
    "ax.set_ylabel(\"b\")\n",
    "ax.set_zlabel(\"cost\")\n",
    "\n",
    "w_index, b_index = np.where(costs == np.min(costs))\n",
    "ax.scatter(ws[w_index], bs[b_index], costs[w_index, b_index], color=\"red\", s=40)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(f\"当w={ws[w_index]}, b={bs[b_index]} 会有最小的cost:{costs[w_index, b_index]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "4d6e720c-e8c0-4ad1-a213-d9f320c766ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "f:\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当w=[2], b=[8] 会有最小的cost:[2.87151515]\n"
     ]
    }
   ],
   "source": [
    "import matplotlib as mpl \n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "fontManager.addfont(\"SimHei.ttf\")\n",
    "mpl.rc('font', family=\"SimHei\")\n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "ax = plt.axes(projection=\"3d\")\n",
    "ax.view_init(0, 0)\n",
    "ax.xaxis.set_pane_color((0, 0, 0))\n",
    "ax.yaxis.set_pane_color((0, 0, 0))\n",
    "ax.zaxis.set_pane_color((0, 0, 0))\n",
    "\n",
    "b_grid, w_grid = np.meshgrid(bs, ws)\n",
    "# https://wangyeming.github.io/2018/11/12/numpy-meshgrid/\n",
    "\n",
    "ax.plot_surface(w_grid, b_grid, costs, cmap=\"Spectral_r\", alpha=0.7)\n",
    "ax.plot_wireframe(w_grid, b_grid, costs, color=\"black\", alpha=0.1)\n",
    "\n",
    "ax.set_title(\"w b 对应的 cost\")\n",
    "ax.set_xlabel(\"w\")\n",
    "ax.set_ylabel(\"b\")\n",
    "ax.set_zlabel(\"cost\")\n",
    "\n",
    "w_index, b_index = np.where(costs == np.min(costs))\n",
    "ax.scatter(ws[w_index], bs[b_index], costs[w_index, b_index], color=\"red\", s=40)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(f\"当w={ws[w_index]}, b={bs[b_index]} 会有最小的cost:{costs[w_index, b_index]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a1b6ac96-fb13-4a73-a4d0-bfcf3a5b751f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_gradient(x, y, w, b): #计算梯度的方程\n",
    "  w_gradient = (x*(w*x+b -y)).mean()\n",
    "  b_gradient = (w*x+b -y).mean()\n",
    "  return w_gradient, b_gradient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "f2dcdec2-44e3-4945-a228-1293be9fd27f",
   "metadata": {
    "id": "W52ajRz_Impe"
   },
   "outputs": [],
   "source": [
    "def gradient_descent(x, y, w_init, b_init, learning_rate, cost_function, gradient_function, run_iter, p_iter=1000):\n",
    "  \n",
    "  c_hist = []\n",
    "  w_hist = []\n",
    "  b_hist = []\n",
    "  \n",
    "  w = w_init\n",
    "  b = b_init\n",
    "\n",
    "  for i in range(run_iter):\n",
    "    w_gradient, b_gradient = gradient_function(x, y, w, b)\n",
    "\n",
    "    w = w - w_gradient*learning_rate\n",
    "    b = b - b_gradient*learning_rate\n",
    "    cost = cost_function(x, y, w, b)\n",
    "\n",
    "    w_hist.append(w)\n",
    "    b_hist.append(b)\n",
    "    c_hist.append(cost)\n",
    "\n",
    "    if i%p_iter == 0:\n",
    "      print(f\"Iteration {i:5} : Cost {cost: .4e}, w: {w: .2e}, b: {b: .2e}, w_gradient: {w_gradient: .2e}, b_gradient: {b_gradient: .2e}\")\n",
    "\n",
    "  return w, b, w_hist, b_hist, c_hist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e6dbe58-2bd3-4d72-a513-3702fd7b9099",
   "metadata": {},
   "outputs": [],
   "source": [
    "ef gradient_descent(x, y, w_init, b_init, learning_rate, cost_function, gradient_function, run_iter, p_iter=1000):\n",
    "  \n",
    "  c_hist = []\n",
    "  w_hist = []\n",
    "  b_hist = []\n",
    "  \n",
    "  w = w_init\n",
    "  b = b_init\n",
    "\n",
    "  for i in range(run_iter):\n",
    "    w_gradient, b_gradient = gradient_function(x, y, w, b)\n",
    "\n",
    "    w = w - w_gradient*learning_rate\n",
    "    b = b - b_gradient*learning_rate\n",
    "    cost = cost_function(x, y, w, b)\n",
    "\n",
    "    w_hist.append(w)\n",
    "    b_hist.append(b)\n",
    "    c_hist.append(cost)\n",
    "\n",
    "    if i%p_iter == 0:\n",
    "      print(f\"Iteration {i:5} : Cost {cost: .4e}, w: {w: .2e}, b: {b: .2e}, w_gradient: {w_gradient: .2e}, b_gradient: {b_gradient: .2e}\")\n",
    "\n",
    "  return w, b, w_hist, b_hist, c_hist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "15bd4742-3a49-47be-9bb5-aba4be6603e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration     0 : Cost  3.5355e+02, w:  1.09e-01, b:  1.81e-02, w_gradient: -1.09e+02, b_gradient: -1.81e+01\n",
      "Iteration  1000 : Cost  8.8106e+00, w:  3.03e+00, b:  2.02e+00, w_gradient:  2.00e-01, b_gradient: -1.33e+00\n",
      "Iteration  2000 : Cost  6.0039e+00, w:  2.85e+00, b:  3.18e+00, w_gradient:  1.53e-01, b_gradient: -1.02e+00\n",
      "Iteration  3000 : Cost  4.3582e+00, w:  2.72e+00, b:  4.08e+00, w_gradient:  1.17e-01, b_gradient: -7.80e-01\n",
      "Iteration  4000 : Cost  3.3933e+00, w:  2.62e+00, b:  4.76e+00, w_gradient:  8.97e-02, b_gradient: -5.98e-01\n",
      "Iteration  5000 : Cost  2.8275e+00, w:  2.54e+00, b:  5.29e+00, w_gradient:  6.87e-02, b_gradient: -4.58e-01\n",
      "Iteration  6000 : Cost  2.4958e+00, w:  2.48e+00, b:  5.69e+00, w_gradient:  5.26e-02, b_gradient: -3.50e-01\n",
      "Iteration  7000 : Cost  2.3013e+00, w:  2.43e+00, b:  6.00e+00, w_gradient:  4.03e-02, b_gradient: -2.68e-01\n",
      "Iteration  8000 : Cost  2.1873e+00, w:  2.40e+00, b:  6.23e+00, w_gradient:  3.09e-02, b_gradient: -2.05e-01\n",
      "Iteration  9000 : Cost  2.1204e+00, w:  2.37e+00, b:  6.41e+00, w_gradient:  2.36e-02, b_gradient: -1.57e-01\n",
      "Iteration 10000 : Cost  2.0812e+00, w:  2.35e+00, b:  6.55e+00, w_gradient:  1.81e-02, b_gradient: -1.20e-01\n",
      "Iteration 11000 : Cost  2.0582e+00, w:  2.33e+00, b:  6.66e+00, w_gradient:  1.39e-02, b_gradient: -9.22e-02\n",
      "Iteration 12000 : Cost  2.0447e+00, w:  2.32e+00, b:  6.74e+00, w_gradient:  1.06e-02, b_gradient: -7.06e-02\n",
      "Iteration 13000 : Cost  2.0368e+00, w:  2.31e+00, b:  6.80e+00, w_gradient:  8.12e-03, b_gradient: -5.41e-02\n",
      "Iteration 14000 : Cost  2.0322e+00, w:  2.30e+00, b:  6.85e+00, w_gradient:  6.22e-03, b_gradient: -4.14e-02\n",
      "Iteration 15000 : Cost  2.0295e+00, w:  2.30e+00, b:  6.88e+00, w_gradient:  4.76e-03, b_gradient: -3.17e-02\n",
      "Iteration 16000 : Cost  2.0279e+00, w:  2.29e+00, b:  6.91e+00, w_gradient:  3.65e-03, b_gradient: -2.43e-02\n",
      "Iteration 17000 : Cost  2.0269e+00, w:  2.29e+00, b:  6.93e+00, w_gradient:  2.79e-03, b_gradient: -1.86e-02\n",
      "Iteration 18000 : Cost  2.0264e+00, w:  2.29e+00, b:  6.95e+00, w_gradient:  2.14e-03, b_gradient: -1.42e-02\n",
      "Iteration 19000 : Cost  2.0261e+00, w:  2.29e+00, b:  6.96e+00, w_gradient:  1.64e-03, b_gradient: -1.09e-02\n",
      "Iteration 20000 : Cost  2.0259e+00, w:  2.29e+00, b:  6.97e+00, w_gradient:  1.25e-03, b_gradient: -8.35e-03\n",
      "Iteration 21000 : Cost  2.0258e+00, w:  2.28e+00, b:  6.98e+00, w_gradient:  9.60e-04, b_gradient: -6.39e-03\n",
      "Iteration 22000 : Cost  2.0257e+00, w:  2.28e+00, b:  6.98e+00, w_gradient:  7.35e-04, b_gradient: -4.90e-03\n",
      "Iteration 23000 : Cost  2.0257e+00, w:  2.28e+00, b:  6.99e+00, w_gradient:  5.63e-04, b_gradient: -3.75e-03\n",
      "Iteration 24000 : Cost  2.0256e+00, w:  2.28e+00, b:  6.99e+00, w_gradient:  4.31e-04, b_gradient: -2.87e-03\n"
     ]
    }
   ],
   "source": [
    "w_init = 0\n",
    "b_init = 0\n",
    "learning_rate = 1.0e-3\n",
    "run_iter = 25000\n",
    "\n",
    "w_final, b_final, w_hist, b_hist, c_hist = gradient_descent(x, y, w_init, b_init, learning_rate, compute_cost, compute_gradient, run_iter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "0fb0b612-0621-4836-b1c1-bbba4c6f9a3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.plot(np.arange(0, 100), c_hist[:100])\n",
    "plt.title(\"iteration vs cost\")\n",
    "plt.xlabel(\"iteration\")\n",
    "plt.ylabel(\"cost\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ed01a995-7b3b-402c-9624-a09846ad741d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "f:\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl \n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "fontManager.addfont(\"SimHei.ttf\")\n",
    "mpl.rc('font', family=\"SimHei\")\n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "ax = plt.axes(projection=\"3d\")\n",
    "ax.view_init(20, -65)\n",
    "ax.xaxis.set_pane_color((0, 0, 0))\n",
    "ax.yaxis.set_pane_color((0, 0, 0))\n",
    "ax.zaxis.set_pane_color((0, 0, 0))\n",
    "\n",
    "b_grid, w_grid = np.meshgrid(bs, ws)\n",
    "# https://wangyeming.github.io/2018/11/12/numpy-meshgrid/\n",
    "\n",
    "ax.plot_surface(w_grid, b_grid, costs, alpha=0.3)\n",
    "\n",
    "ax.set_title(\"w b 对应的 cost\")\n",
    "ax.set_xlabel(\"w\")\n",
    "ax.set_ylabel(\"b\")\n",
    "ax.set_zlabel(\"cost\")\n",
    "\n",
    "w_index, b_index = np.where(costs == np.min(costs))\n",
    "ax.scatter(ws[w_index], bs[b_index], costs[w_index, b_index], color=\"red\", s=40)\n",
    "ax.scatter(w_hist[0], b_hist[0], c_hist[0], color=\"green\", s=40)\n",
    "ax.plot(w_hist, b_hist, c_hist)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b09599a-e063-494d-b22c-ac0515997b20",
   "metadata": {},
   "source": [
    "## 作业：梯度下降\n",
    "梯度下降是一种优化算法，用于最小化目标函数。其基本思想是从一个初始点出发，沿着目标函数梯度下降最快的方向迭代更新参数，直至找到局部最小值。算法的核心在于梯度的计算，梯度指向函数增长最快的方向，因此负梯度方向即为最陡下降方向。在每一步迭代中，通过调整参数步长（学习率）乘以负梯度来更新参数值。该方法简单、直观，广泛应用于机器学习中的参数优化问题。然而，梯度下降也存在一些局限性，如容易陷入局部最小值、对初值敏感以及在高维空间中可能收敛缓慢"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35412b60-0e55-4e65-950c-01bca8a9a044",
   "metadata": {},
   "source": [
    "## 作业 \n",
    "请实现一个不少于200点的直线数据，在上面增加高斯噪声。请用LinearRegression来拟合，给出对后的结果。请分析不同的噪声变化对拟合的结果的影响 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "85a2b456-8cc2-4c47-8e0f-a0ecec4e143c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAGdCAYAAACyzRGfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABkQElEQVR4nO3deVxU9f7H8deAipqIuYJCblfrZqWmtmpipWmbheZWpu1mmWi22SK2aFmalmXZolauKaZ1yzITtcxy4+a1zQrL3LfAFWX4/v44vxkHmBWGAYb38/GYB3HmzDlfuN3Oh+/38/18bMYYg4iIiEiIRJT0AERERKR8UfAhIiIiIaXgQ0REREJKwYeIiIiElIIPERERCSkFHyIiIhJSCj5EREQkpBR8iIiISEhVKOkB5Jebm8uOHTuIjo7GZrOV9HBERETED8YYDh06RP369YmI8D63UeqCjx07dpCQkFDSwxAREZFC2LZtG/Hx8V7PCSj4mDJlClOmTGHr1q0AtGjRgqeeeopu3boBMHDgQGbMmJHnMxdeeCFr1qzx+x7R0dGANfjq1asHMjwREREpIVlZWSQkJDif494EFHzEx8fz/PPP869//QuAGTNm0L17dzZu3EiLFi0A6Nq1K9OmTXN+plKlSoHcwrnUUr16dQUfIiIiZYw/KRMBBR/XXXddnu+fe+45pkyZwpo1a5zBR1RUFLGxsYFcVkRERMqRQu92sdvtzJkzhyNHjnDxxRc7j6elpVG3bl2aN2/OXXfdxZ49e7xeJzs7m6ysrDwvERERCV8BBx+bNm2iWrVqREVFMWjQIBYuXMjZZ58NQLdu3Zg5cyZfffUV48ePZ+3atVx++eVkZ2d7vN7YsWOJiYlxvpRsKiIiEt5sxhgTyAdOnDjBX3/9xT///MOCBQt4++23WbFihTMAcbVz504aNmzInDlzSEpKcnu97OzsPMGJI2ElMzPTY86HMYacnBzsdnsgQxcplMjISCpUqKCt3yIiXmRlZRETE+P1+e0Q8FbbSpUqORNO27Zty9q1a5k0aRJvvvlmgXPj4uJo2LAhW7Zs8Xi9qKgooqKi/L7/iRMn2LlzJ0ePHg106CKFVrVqVeLi4gJOoBYRkYKKXOfDGONxWWX//v1s27aNuLi4ot4GsAqQZWRkEBkZSf369alUqZL+GpViZYzhxIkT7N27l4yMDJo1a+azeI6IiHgXUPAxcuRIunXrRkJCAocOHWLOnDmkpaWxZMkSDh8+TEpKCj169CAuLo6tW7cycuRIateuzY033hiUwZ44cYLc3FwSEhKoWrVqUK4p4kuVKlWoWLEif/75JydOnKBy5colPSQRkTItoOBj9+7d9O/fn507dxITE8N5553HkiVL6Ny5M8eOHWPTpk289957/PPPP8TFxdGpUyfmzp3rV8GRQOgvTwk1/TsnIhI8AQUf77zzjsf3qlSpwueff17kAYmIiEjR2e2wahXs3AlxcdChA0RGlvSoLKWut4uIiIgUTWoqDB0Kf/996lh8PEyaBB42n4aU5pLFbykpKbRq1crrOVu3bsVms5Genh6SMblKTEwkOTk55PcVESlNUlOhZ8+8gQfA9u3W8dTUkhmXKwUfITJw4EBsNhs2m42KFStSr149OnfuzLvvvktubm5A15o+fTo1atQonoF6MWLECJYtW+b8fuDAgdxwww0hH4cnqampPPPMMyU9DBGREmO3WzMe7ip4OY4lJ1vnlaRyG3zY7ZCWBrNnW19D8T9E165d2blzJ1u3buWzzz6jU6dODB06lGuvvZacnJziH0ARVatWjVq1apX0MDyqWbNm0JObRUTKklWrCs54uLIZO3due4q/7irZP9TKZfCRmgqNGkGnTtCvn/W1UaPin4pyNN1r0KAB559/PiNHjmTRokV89tlnTJ8+3XnehAkTOPfccznttNNISEhg8ODBHD58GLB659x2221kZmY6Z1JSUlIA+OCDD2jbti3R0dHExsbSr18/r711Xn31Vc4991zn9x999BE2m43XXnvNeeyqq67iscceA/Iuu6SkpDBjxgwWLVrkHEdaWprzc3/88QedOnWiatWqtGzZkm+//dbr78Zms/H2229z4403UrVqVZo1a8bixYvznLNixQouuOACoqKiiIuL49FHH80TtOVfdnn99ddp1qwZlStXpl69evTs2dP5njGGcePG0aRJE6pUqULLli2ZP3++1zGKiJQkf/5o3rnT8+fj2MEyruApnqHh9BS+f+/nkpsBMaVMZmamAUxmZmaB944dO2Z+/PFHc+zYsUJff8ECY2w2Y6wJqFMvm816LVhQlNF7NmDAANO9e3e377Vs2dJ069bN+f3LL79svvrqK/PHH3+YZcuWmTPPPNPce++9xhhjsrOzzcSJE0316tXNzp07zc6dO82hQ4eMMca888475tNPPzW///67+fbbb81FF12U57r5/fDDD8Zms5m9e/caY4xJTk42tWvXNjfddJMxxpiTJ0+aatWqmc8++8wYY8yoUaNMy5YtjTHGHDp0yPTq1ct07drVOY7s7GyTkZFhAHPWWWeZTz75xPzyyy+mZ8+epmHDhubkyZMexwKY+Ph4M2vWLLNlyxbzwAMPmGrVqpn9+/cbY4z5+++/TdWqVc3gwYPNTz/9ZBYuXGhq165tRo0a5bxGx44dzdChQ40xxqxdu9ZERkaaWbNmma1bt5oNGzaYSZMmOc8dOXKkOeuss8ySJUvM77//bqZNm2aioqJMWlqa2/EF4989EZHCWrDAmPj4vM+t+PhTz6ycHGOWLzfmiScKPt/AmC4sMXuobQyYLKqZPswqcI2i8vb8zq9cBR85OQX/x8sfgCQkWOcFm7fgo3fv3ubf//63x8/OmzfP1KpVy/n9tGnTTExMjM97fv/99wZwBif55ebmmtq1a5v58+cbY4xp1aqVGTt2rKlbt64xxpjVq1ebChUqOD/vGnx4+pkcwcfbb7/tPLZ582YDmJ9++snjWAHzxBNPOL8/fPiwsdlszsBn5MiR5swzzzS5ubnOc1577TVTrVo1Y7fbjTF5g48FCxaY6tWrm6ysrAL3Onz4sKlcubJZvXp1nuN33HGH6du3r9vxKfgQkZLi64/mhx7y/GyL5KQZw6POAxtoZZrxS7H84R1I8FGull18rYUZA9u2WeeFkjEmT5n45cuX07lzZxo0aEB0dDS33nor+/fv58iRI16vs3HjRrp3707Dhg2Jjo4mMTERgL/++svt+Tabjcsuu4y0tDT++ecfNm/ezKBBg7Db7fz000+kpaVx/vnnU61atYB/pvPOO8/5z47y+t6WgPJ/5rTTTiM6Otr5mZ9++omLL744z+/p0ksv5fDhw/zt5n/Uzp0707BhQ5o0aUL//v2ZOXOmsx/Qjz/+yPHjx+ncuTPVqlVzvt577z1+//33gH9WEZHi4iuB1Bh48UX3z7Z4tpFGIo/xPACvMZiL+ZYtNM9zDQh9Emq5Cj68rYUV5rxg+emnn2jcuDEAf/75J1dffTXnnHMOCxYsYP369c4cjJMnT3q8xpEjR+jSpQvVqlXjgw8+YO3atSxcuBCwytJ7kpiYSFpaGqtWraJly5bUqFGDyy67jBUrVpCWluYMYAJVsWJF5z87AgZfu3pcP+P4nOMz+QM0xzHX67uKjo5mw4YNzJ49m7i4OJ566ilatmzJP//847zmf/7zH9LT052vH3/8UXkfIlKq+Pqj2ZNr+IR0WtGeb8ikOjcxj/t5jWwKtocoiT+8y1Xw4W9/uyD1wfPLV199xaZNm+jRowcA69atIycnh/Hjx3PRRRfRvHlzduzYkeczlSpVwp4vRP3555/Zt28fzz//PB06dOCss87yOdMAVvCxefNm5s+f7ww0OnbsyJdffsnq1avp2LGjx8+6G0dxOfvss1m9erUz4ABYvXo10dHRNGjQwO1nKlSowJVXXsm4ceP44Ycf2Lp1K1999RVnn302UVFR/PXXX/zrX//K80pISAjJzyMiUtQEUncqcoIXGcEnXEctDrCONjzaeQPzucnnZ0P5h3e5Cj46dLAqvHlqhGuzQUKCdV5xyM7OZteuXWzfvp0NGzYwZswYunfvzrXXXsutt94KQNOmTcnJyeHVV1/ljz/+4P333+eNN97Ic51GjRpx+PBhli1bxr59+zh69ChnnHEGlSpVcn5u8eLFftW8OOecc6hVqxYzZ850Bh+JiYl89NFHHDt2jPbt23v8bKNGjfjhhx/45Zdf2Ldvn9eZmaIaPHgw27ZtY8iQIfz8888sWrSIUaNGMXz4cLd9Vz755BNeeeUV0tPT+fPPP3nvvffIzc3lzDPPJDo6mhEjRjBs2DBmzJjB77//zsaNG3nttdeYMWNGsf0MIiIO/u66DOSP4YZsZSWXMYLxAExkKJfyDbUvbOrX50P5h3e5Sjg15lTiTv7knVDsdgEMYCpUqGDq1KljrrzySvPuu+86EyYdJkyYYOLi4kyVKlXMVVddZd577z0DmIMHDzrPGTRokKlVq5YBnDs+Zs2aZRo1amSioqLMxRdfbBYvXmwAs3HjRq9j69Gjh4mMjHT+znNzc03NmjVN27Zt85yXP+F0z549pnPnzqZatWoGMMuXL3cmnLre8+DBg873PQHMwoUL8xyLiYkx06ZNc36flpZm2rVrZypVqmRiY2PNI488kmcHjWvC6apVq0zHjh3N6aefbqpUqWLOO+88M3fuXOe5ubm5ZtKkSebMM880FStWNHXq1DFXXXWVWbFihdvxKeFURILFWwIpGJOcbO1cyck5tVHC3fmur+4sNAeoYQyYA9Qw3VnofO/LL71fI1ibLQJJOLUZ4y6NpeRkZWURExNDZmYm1atXz/Pe8ePHycjIoHHjxkVqa+6u5n1CAkycWDpq3kvpE6x/90SkfLPbrRkOf/I4GjSAu++Ggwet51N+NhtUNNmM42GG8goAa7iQPszhTxphs1mz/RkZsGiRVVod8iavOlYC5s8v+vPP2/M7v3LZWC4pCbp3L73d/kREJDwFkkC6fTuMGnXq+8jIvHkhl8b+zuzc3sTvXg/ASzzISMZwkkrOcyZOtD6XlGQFGO6azZXEH97lMvgA63+MQm7kEBERKZSiJHU6NgwmJ8OdMR9y9st3YsvK4kjlmvQ7MYPFudc6z42MhOHD8wYVpekP73IbfIiIiIRaUZI6jYHKHKf1W8NpcWQKAPvOupTWP8/mb/Lu1LPb4aWX4KKL8gYgpeUP73K120VERMRfxdGA1NeuS2/+xRZWczG3/n/gkfvIY7TYk1Yg8HAwxsoZKekOtu6UyeCjlOXISjmgf+dEypfiakAaGQmTJln/HEgA0ofZbOB8WpPOHuqw/JElPFt1DHsOeF/A2L8fnnuuCAMuJmUq+HBUwHSUyRYJFce/c/mrsIpI+ElNtXaG5E8M3b7dOl7UAMSR/OmhPmIeVTjKVO5iNv2I5jBpdKQV6eR2vsoZxPgyaVLpm/0oUzkfkZGR1KhRw1m5s2rVqm5La4sEizGGo0ePsmfPHmrUqEGktkSJhDVfvVRsNivhs3v3oiVqOpI/X30Vhg1zf85Z/MQ8enEu/yMXG8/wJM/yJHEJ1qP7wAH/7nXggJVkWhpyPRzKVPABEBsbC/huUiYSTDVq1HD+uyci4SuQBqSBPszt9oI7TYYMgfHjC97zVmbwOoM5jaPsoh43M5PltisAa2tsoI/AUPcs86XMBR82m424uDjq1q1brOW8RRwqVqyoGQ+RcqK4GpC6K24ZH28tiUyadKoAWBVzhNe4j4FYrR6+5Apu4QN2E0uCS02OtLTA7h/S0ul+KHPBh0NkZKQeCCIiElTF0YDUkUOSfynHkUMyf771en3w/3hldy/O5ifsRPBy9RSODRvJy2dGFqjJ4dg1s327+yUiV8XZs6ywylR5dRERkeLkKH/u6aHuWrLcn79/fZVTt9kgvoFh61PvYnvgfmzHj3P09Pr88tQszhvS0es9PAU1+a8fjNLp/gjk+V2mdruIiIgUJ29bYR3fO0qW+8NXDslp5hBj/u5PxN13Yjt+HLp2peov6bROdh94uNYeqVkT5s2zgiF3EhJCF3gEqswuu4iIiBSHYPZB8ZYbch7/ZR69OJNfyY2IJGLMc/DQQxDhfl7AU97IhAlQp441W7N3r/XPDRqU7p5lWnYRERFxw93ulEAf5mlpVoGyvAz38CYTSaYy2Wwjnr2vzOH8IZd6vI6nJZZgdqUtqkCe3wo+REREikn+HJLqZDKVu+nNPAA+5loerz+djX/V8hjY+JU3EkAeSnFRzoeIiEgp4JpD0ob1bOB8ejOPk1TgQcbTncWkvOo58IDAao+UFQo+REREilHSjYYNt7/KN1xCU/5gKw1pz9d8mDCc+QtsPpdLiqv2SElSwqmIiIgfCpUDcvAg3HEHrRYuBGBv+xtYd+u7vNDsdL9zSIqj9khJU/AhIiLig7cKpR5nLr77Dvr0ga1boWJFeOkl6gwZQs8Ae5L5KijmyPkobYXEvNGyi4iIiBeeutz+/Tf06AFPP52va6wx1v7X9u2twKNJE1i9Gh54oGDxED8Eu/ZIaaDgQ0RExANvXW4dRo2Chg2tIIX9++H66+HBByEnh9yeN7Fq0gZmb2lLWlrhW9s7ao80aJD3eHx86dhmGyhttRURkXLNWy6H+zod7l3CapbW7kPVfdsgKoqNAyZy/X/u4e/tp6YrfC7VFGGsJS2Q57dyPkREpNzylcvhzw4SG7k8xIs8x+NU2GfHNGvGV/fMo/NDrQrMmDiWapKToXt3/4KH0hxwFJZmPkREpFzyp2poTAxceaXna9RmL+9xK91YAsBM+tFg8Rv0HxzttTaHg6+ZkEIlupYQFRkTEREhbyM215wLb7kcjmPJyd5zNDqwknRa0Y0lHKMyd/A2t/ABy773L/AAawdLz57/ny+Sj6dEV2+fKSsUfIiISFhKTbXKknfqBP36WV8bNbKOF6VqaAR2HudZltOJBuzgJ86iHWt5lzuAwHazeAp0ghEclWYKPkREJOz4mjVYtKhw163Lbj7nKp7lSSLJZToDaMs6NnMONpvVxj4xMbBrugt0wrGkuisFHyIiElb8mTWYOdO/ayUmWjkWNhtczjL+S0uuZBlHqMoApnMb0znKaXnqbbh+JhCuya3hWFLdlYIPEREJK/7MGuzdC7Vrew4QXGcxJk2wk2JGsZTOxLKbTZxDO9byHgOc57vW2/BWFMybunVP5afs3u3fZ8pSSXVX2morIiJhxd/ZgFtusYIEmy3vLEmeqqG7d5D0+s0kkQbAW9zJUCZxjKrUqQM33+x+y6yjKFj+nSqeREfDgAHWspBDZKTnnI6yWFLdlYIPEREJK/7OBjiCBndbWSdOhKTTPodW/a1pkmrVyJ3yJs3i+/GOn/U2kpKse6SlwQ03wOHDns89dMh6ufIWeEDZK6nuKqBllylTpnDeeedRvXp1qlevzsUXX8xnn33mfN8YQ0pKCvXr16dKlSokJiayefPmoA9aRETEE0cjNl9LKh06WMHB9OnwxBPW68svIWNLDknrRkLXrlbg0bIlrF9PxC39SEyEvn2t5Rh/HvyRkdbLW+DhzzVcldWS6q4CmvmIj4/n+eef51//+hcAM2bMoHv37mzcuJEWLVowbtw4JkyYwPTp02nevDnPPvssnTt35pdffiE6OrpYfgARERFXjpyLnj29L6ksWlRw1mPJ23/z2el9qf3T1wBsv/5evk6aQL0dlenQtHAzDUVNCrXb4eWXoV698Klwiimi008/3bz99tsmNzfXxMbGmueff9753vHjx01MTIx54403/L5eZmamAUxmZmZRhyYiIuXYggXGxMcbY4Uf1ishwTq+YIExNlve967mE7OXWsaAOVqpuhlUc26e9+Pjrc8FavnyvPcpzGvWrKD/eoIukOd3oXM+7HY7H374IUeOHOHiiy8mIyODXbt20aVLF+c5UVFRdOzYkdWrV3PPPfe4vU52djbZ2dnO77Oysgo7JBERKUd89Txx5FzkPwesYmOOGZEKnGQMI3mIlwBYRxt6n5jLHwea5rmfo0ZIoEsejmWg7du9d8f1pqzuavEk4K22mzZtolq1akRFRTFo0CAWLlzI2Wefza5duwCoV69envPr1avnfM+dsWPHEhMT43wlJCQEOiQRESlnvFUvdfAUnLhuxT2DP1lFB2fgMYkHuJRv+IOmBe5Z2Mqi3rbe+tqK65qfEk4CDj7OPPNM0tPTWbNmDffeey8DBgzgxx9/dL5vy/ebNMYUOObqscceIzMz0/natm1boEMSEZFyxJ+eJ96CE0cORnc+Ip1WXMR3HKQGN5JKMpM4QZTHexe2sqhj622DBnmPx8fDQw9ZQYanwKQs72rxJOBll0qVKjkTTtu2bcvatWuZNGkSjzzyCAC7du0izmV+aM+ePQVmQ1xFRUURFeX5f2gREREHX9VLbTa4+244cKDgOY7g5OknTvAyD5OMNR3xHRfQm7n8SSO/x1GYJFJPy0CRkXDRRV62/JbhXS2eFLnOhzGG7OxsGjduTGxsLEuXLqV169YAnDhxghUrVvDCCy8UeaAiIiL+VC/dv9/ze034g+ue701L1gHwEg8ykjGcpFJA4yhsDkZkpPveL94Ck3AUUPAxcuRIunXrRkJCAocOHWLOnDmkpaWxZMkSbDYbycnJjBkzhmbNmtGsWTPGjBlD1apV6devX3GNX0REypGibFvtwXze4Q5iTmZxtEpN+hybzie26wpsxfWWFFqclUU9BSbhKKDgY/fu3fTv35+dO3cSExPDeeedx5IlS+jcuTMADz/8MMeOHWPw4MEcPHiQCy+8kC+++EI1PkREJCgKM+MQxXHG8yD38ToAX3Mp+8fNZmD9BDa6Wero0wdesvJPPZddD9MZiVCxGVPYjT/FIysri5iYGDIzM6levXpJD0dEREoRu91KHPV32+q/2MI8etGadADG8ihP8TRLl1ckMdHzjpjU1II5GAkJ4ZuDEQyBPL/V20VERMoMX9VLjYFatayE095mNlO5m2gOs5fa9Od9PqcrNWtaQYfdrhyMkqKZDxERKbUKMzMRkX2Mvf2GchdvAbCCy+jHLHaQd59rfLwVyGgmIzg08yEiImWeuwDDNWBwOzOx5We46Sbgf+Ri41me4Gmewu7mcefYejtvHtSurRmOUNLMh4iIlAhv5dEdhcTyP6EcSZ9uS5y/9x7cey8cPQr16mGf8QFpFa6kVy9rGcaTyMi8FUs1I1I4gTy/A65wKiIiUlTeKpD6KiQG+UqcHzkCt90GAwZYgcfll0N6OpFXXUlkpPfAAwqWSnetlCrFQ8GHiIiElK/y6M8957uQmLPE+ebNcMEFMH06RETA00/DF19AbCxQuLoghe3hIv5T8CEiIiHjz6zGK6/4cyVDlVnvQLt28OOPZNeKY9nIZaR1eBI7pxI2CluJtLA9XMQ/Cj5ERCRkilIe3aEah3if/lz41p1w7BgrorqQsD+dK59NLNDd1tHO3lf3WE+KUlFVPFPwISIiIePvw7xmTfcBw3n8l3W05RZmkhsRyWOMpVP2Z+ylrvMc15wNb+3s/VHYmRPxTsGHiIiEjL8P86FDra+nAgbD3bzJd1zImfzKNuLpRBrP8ygm36Msf86Gp3b23rbT2mxW3ZDi6OEiCj5ERCSEfC2DOB76jz9+KmCIJos59OFNBlGZbD7hGlqRzsrc9h7vkz9nIykJtm6F5cth1izr6+zZ1v3yj0U9XIqfioyJiEjI+CqPDqce+klJcF2DDfx9SS8a5/7OSSrwKM/zMsMKzHZ44rrM466UemSk+0Jm6uFSvDTzISIiIeVpGSQ+3qV4mDHw6qtEdriYxrm/s5WGdGAVE3jQ78ADfC/zuJsRychQ4FHcVOFURERKhMcKp//8A3fc4dyyspAbuJ13+YfT/b62zWYFMxkZWjoJFfV2ERGRUs9tR9nvv4feva3piIoV2XLPSyRNHgIEtlXFGBg/XoFHaaVlFxERKXnGwIQJcOmlVuDRpAmsXk2TiQ8QH2/zuk3WU4AxfLhKpJdWCj5ERKRY2e2QlmbtLklLc1Oy/MABq0Xtgw9CTo6VjbphA7Rt67VOh2OnyrBh7u+rHi2ll4IPEREJOkfAMWyY1WbFXQM5AFavxrRqBR9/jL1iFL8mv4599jyIiXFey1uC6ty5MGeO+zGoR0vppYRTEREJqtTUgttXXdlsYDO5pPd/iRYzRxKRa+dXmtGLefyXVh5b2rtLUF21ygpofFm+3E1+iQSVEk5FRMohj7tHQsjRsdbbn7W1zF5mMIBz3/8MgFn05R7e5DDRgBW09OhhzVh0737q53CXoOpvuXb1aCldtOwiIhIGUlOt5QyPyxsh4K1jrUMHVpJOK67mM45RmTt5i5uZ6Qw8XE2c6Pvn8Ldcu3q0lC4KPkREyjjHbEP+ZY5QJ1x661gbgZ3HeZbldKIBO/iJs7iA73mHO/G1jdbbz+FvuXb1aCldFHyIiJRh3mYbQp1w6Wlpoy67WUJXnuVJIsllBrfSjrX8j3P9uq63n8PXbhhQj5bSSMGHiEgZ5m22AU41WEtLK/6xuFva6MRXpNOKznzJEaoykGkMZAZHqBbQtfM3inPlV7l2KVUUfIiIlGH+JlL26lX8yy+uSyAR2ElhFF9yJXHs4n+0oB1rmcHAIt3D08+rHi1li3a7iIiUYf4mUh44YOVNFOdMgGMJZEiPHXzAzXQiDYC3uYMHeIVjVC3yPerW9X5/bactGzTzISJShvlKuMyvuPM/kqp9we/VW9GJNA5zGjfzAXfxNtXqVGXoUKhdu/juLWWHgg8RkTLMNeHSF295E0WWkwOPPw5du1I5ay+mZUs2v7eBa2fdzPLl1nLJDTfAvn1Fu82ePUEZrZQwBR8iImWcI+GyZk3/zg96wa2//7YKcowZY0U4gwZhW7OGC/s3p1cv65R582DZsqLfSvU6woNyPkREwkBSktUO5corfZ/r+gAvclXUTz+FW2+F/fshOhrefhtHxOGrzHogbDZreUn1OsKDgg8RkTCRmGg9oLdv91xltE4d6/20NNi712o77xoceOqrUsDJk9Yyy4svWt+ff741vdG0KeBfmXVPbLa8n1O9jvCjxnIiImHE8dCHwj/4wceumD//hD59YM0a6/shQ6wgJCoKsGZTGjUKbMbDcd8RI2D27LyfTUiwAg9tmy3dAnl+K/gQESlhwW4IV9TlDscSR0aGm3EsWgS33QYHD1rrPO++WyAqSEvzr9OsK9cAozQ0yJPAqautiEgZ4S5Q8Hvpw4OkJKsb7KpV1hLLsGHWEou/XHfFOOtmnDgBDz98amvNBRfAnDnQuHGBz/ub0PrEE3D22QUDDNXrCH/a7SIiUkKKsyGc4wHeoEFggYcrZxDxxx9w6aWnAo/hw63IxE3gAf7vSLniCujb1xqnZjbKFwUfIiIlIFQN4YqyrTYuDliwAFq3hnXr4PTTYfFiGD8eKlXy+Dl1mhVfFHyIiJQAfxvCFbUgWGHqYths8K/441z24f3WFExWFlxyCaSnw3XX+fy8Os2KLwo+RERKgL8zEv6cZ7dbSZ6zZ1tfXWdLAi2/DtDUbOH7ipcQ8fpr1oFHHrEufMYZfl9DnWbFGyWcioiEiOsujt27/fuMr5kLXwmrjlmInj0L1s9wpzdzmMrdVM84xJGqtVk75H3o2pUOERDoRIVr4qt2rogrbbUVEQkBd0FCRATk5ro/3+t2V5druivk5a5WR2oqPPCAlczqTmWOMZFk7mEqACu4jH7MYgfW1EVRd+BI+Avk+a1lFxGRYuZpV4u3wAO850UEmrCalAQzZri/1pn8zHdcyD1MJRcbz/AEV7DMGXhAcHbgiDgo+BARKUbeggRP4uNh7lyrUZy7PA4oXMKqu46wt/A+62jLeWxiN3Xpwhc8xTPY863KB3MHjohyPkREipGvIMEhJgZee81K0Ny3zyoM5q3wWGESVl3zR6pyhFcZwu1MA2AZl3MLH7ALz0kmbouPiRSCZj5ERIqRv0FCZqYVeBw4YDWF9VV4zN8ttK7nOXa+tGAz33MBtzMNOxE8xWi68IXXwMNVUWqHiECAwcfYsWNp164d0dHR1K1blxtuuIFffvklzzkDBw7EZrPleV100UVBHbSISFkRSJ2N7dv9z+PwZwtt/hb0kRGGj65/l+9pRwt+ZAdxXMEynuEpcgPYy1KY2iEirgIKPlasWMF9993HmjVrWLp0KTk5OXTp0oUjR47kOa9r167s3LnT+fr000+DOmgRkbKiQwerjb0/9u71P4/DWyEvh2PHrD5wABw+DLfeSpvX76Aqx1gR1YVWpLOCRH9/FFUmlaAJKOdjyZIleb6fNm0adevWZf369Vx22WXO41FRUcTGxvp1zezsbLKzs53fZ2VlBTIkEZFSLTISXn8dbrrJ+3kJCf4HKY5lD0chr7vvhv37C563f7+1VPPFSz9w5Zs3wa+/WgN65hnaj3iEed9EsHOnFaDMn+87kdQYVSaV4ChSzkdmZiYANWvWzHM8LS2NunXr0rx5c+666y72uEux/n9jx44lJibG+UpISCjKkERESp2ePeGhhzy/b7NZD/X81UA9cV326N4dqlTxdKbhLvMm7R+8wAo8GjSwts489hiRFSNITISoKJg3TztYJLQKXWTMGEP37t05ePAgq1z2cs2dO5dq1arRsGFDMjIyePLJJ8nJyWH9+vVERUUVuI67mY+EhAQVGRORsPPhhzB4sLWbxSEhwQo8kpKsAKBRIyv3w91/md0VHktLg06dCp4bTRZTuZs+zAXg1+bX0Pyb6VC7tvMcx/382Y3j6f4iDoEUGSv0Vtv777+fH374ga+//jrP8d69ezv/+ZxzzqFt27Y0bNiQ//znPyS5KY0XFRXlNigREQk3N91kBRmOcuN161rH9+yxgogOHTyXQvdUeMzdzpPWbGAuvWnGb5ykAo8xlul7h7OjegSr006VOrfb/Q88QFttJXgKFXwMGTKExYsXs3LlSuLj472eGxcXR8OGDdmyZUuhBigiEk4iI60Hd2oqDBzovpbH/Pnu+7VMnGgts6SlnQogfv3V9eqG+3iN8TxIFCf4kzPozVy+4yI4eKqGiEO+FXO/aautFFVAwYcxhiFDhrBw4ULS0tJo3Lixz8/s37+fbdu2Eae9WSIigOeeLI5aHvPnw9atBRuyLVrkeZkkhn94mzvpyQIAPqI7t/MuBzkVYbgGHmDVFCkM/edciiqgnI/Bgwcza9YsFi1axJlnnuk8HhMTQ5UqVTh8+DApKSn06NGDuLg4tm7dysiRI/nrr7/46aefiI6O9nkPNZYTkXDmT55FnTrW+5UqnTrmKWABaMf3zKU3jdnKCSryEC/yCg8AXoqAFFJCgnI+xL1iayw3ZcoUMjMzSUxMJC4uzvmaO9dKaIqMjGTTpk10796d5s2bM2DAAJo3b863337rV+AhIhLu/Cm3vnevtcziqGbquT+MIZmX+Zr2NGYrf9CYS/mGVxhKcQQeoK22EhwBL7t4U6VKFT7//PMiDUhEJJz5my+xd++pJZiaNQsGLKdzgGncRncWAzCfHtzJ22RSI7gDdjF69KneMiJFod4uIiIhFGi+xKBB1hZdVxfxLem0ojuLyaYSg3mNm/jQbeARE+PffXxNTsfHw+OP+3ctEV8UfIiIhJA/PVkcjLFmQF5/3freRi4PMY5VdOAMtrGFf3ERa5jCYNwts9SpY820+FO8rFIla0z5x+U4NmmSllskeBR8iIiEkGtPlkDUYh+fcC3jeIQK2JlFX85nA+m0LnCuI2B44w2r+undd/u+/v79kJJSMFCJj7eWfrTcIsFU6CJjIiJljd1ecPtqSfw17+jJcs89Bbe/utOeVcymL/Fs5xiVeYBXeJs78ZRU6qgJ4ggYmjXzb1zNmrnf4qsZDwk2BR8iUi6kprov3DVpUsn8VZ+UBNdea41h717359jI5THG8jRPEUkuP3MmvZjHJs5znpOQAOPHn1picRcw+JtnEhd3qgiaSHEqdG+X4qI6HyISbJ5qZDjyG0pqWcFuh+eeg1GjCr5Xl928T3+6sBSA9+jPYF7nCNXynPfhh9bP5us+gfaMEQlUsdX5EBEpazzXyDh1LDk59F1dU1OtgMBd4NGJr0inFV1YylGqMJBpDOC9AoGHzQbDh/seu2ueibuEUlD9DgktBR8iEtZ8FfVybZbmjd1u9VSZPdv6WpRgxTETk39cEdgZRQpfciVx7OJ/tKAt65jBwCKNHU7lmSihVEoD5XyISFjzt6iXt/N85YsEksjqaSYmlp3M5GYuZzkA73A7Q3iVY1Qt0thdJSVZjemUUColTcGHiIS1QJIt3fHVBG7ECGs2xN9EVnczMVeylA+4hXrs4TCnMYg3mMkt/g3cy9jdUUKplAZadhGRsOarqJfNZu0Y6dCh4Hu+8kWMgRdfLBhMOAITR28WV66zFJHk8AxP8DlXUY89/JfzaMN6vwMPb2MXKc0UfIhIWCtKsqU/TeDc8ZbI6pilaMDffMXlPMFzRGB4g3u4iDX8ypn4Q4miUpYp+BCRsFfYZEt/cync8ZQM2qED9K/1Kem04jJWkUU0vZnDvbzBcao4t71++SXMmgXLl1vbaePjAxu7SGmmnA8RKRcKk2wZaBM4d/IEMCdPEvn447y3/0UA1nM+vZnL7/wLODWbMWkSXHFF3uvceKMSRSV8KPgQkbCXfzdKr17+Pbgd+SKeinP5wxnA/PUX9OkD334LwG9XD6HXf1/kj+1RznMbNPCcqKpEUQknWnYRkbDmKObVqRP062d9bdTIfTJoft7yRXzJkwy6eDG0amUFHjExsGABP9zxCtlE5flMMOtNB7MuiUiwKfgQkbDlqZiXt90o+XnKF/HFGJj04gkiHxpurfccPAjt2sHGjaSSRM+e1jhc7djh/7i8KUrAJRIK6u0iImHJ0c/E026VQPuZOJZuFiyAyZN9n//0bRk8+b/esHatdWDYMHj+eeyRlYI6rvxKax8bCX/q7SIi5V6wyqo7OHIu6tTxfe6NpPLYvNZW4HH66bBoEUyYAJUqBX1crkprHxuR/BR8iEhYCkZZ9fxSU903gnOI4jivMIRUelDhSCZcfDGkp8P11xfruByKM7ARCSYFHyISlopaVj0/ux0eeMDz+035jdVcwhD+f03m4YdhxQo444xiHZer4gxsRIJJwYeIhKVLLvGdMxEZaZ3ni90Or75aMEHUoRdz2cD5nM9G9lKbH57/FF54ASpWLHBuUcq9+1KcgY1IMCn4EJGwtHq179wGux1ef937dlTHzpFhwwq+V5ljTGEQc+lDdQ6xkg60Ip3NZ3QrcB/HttdVq+Dll63jgZZ796U4AxuRYFKRMREJS/4uLbgGFTVrWgmbjz9uPfw97RwBaM4vzKMXLfmBXGw8x+OMZhR2KuSZWUhNta6Zv+utp264EycWfjeKoy5Jz55WoOE6bvWCkdJEW21FJCylpVn1LQqjVi144w0rMHGXwHkzH/AGg6jGEXZTl1v4gC/pDFj1QP7803vw4ggE5s61ds8Eu2S6u4AnIaFogY2IL4E8vxV8iEiZlr90uuMB7qjzUZTS6PlV4SivMoQ7eBeAr+jEzcxkF6emOkaPhqeeCn6dkUB5+r2IFJdAnt9adhGRMsvTkoajP4qnJYjCOJvNzKMXLfiRXGyMZhTP8gS55H2iN2tmfQ1k22tx9GxRLxgpzZRwKiJlkj+l0wtbGj0vw0CmsZZ2tOBHdhLLFSzjaUYVCDwAtmyxvmrbq4hnWnYRkTIn0CUN1yWI3bvd71xx5zQO8zqDuZX3AfiCztzCB+ylrtfPLVhgJa/6k3OyfLlmKCQ8KOdDRMKav8mk7h7svgIXh3P5gXn04ix+wU4ET/IMz/Moxo8J41q1rCZxTZt6zjkp7pwPkVBTbxcRCWuFWdI4ccLa7ZGcDJ07e66FAYa7mMp3XMhZ/MK+yg3oVSeNsYz0K/AA2L/fmmmZNMn6Ptj1PETKOgUfIlLmBFrJ8+GHoWpVa7ll8mSYNs0KACpXznt+NFnMoh9TuYcqHOdTunHW8XSaDOjA8uUwaxb07+/fvdPSPOecxMeru6yUb9rtIiJljqOSp68ljQ4drMDjxRcLnpObC8ePw4UXwnffQSs2Mo9eNOM3TlKBkYxhPA9iiGDCBDjvPKtWRkJCYGNNSoLu3bXtVcSVcj5EpExy7HYB95U858+Ha6+1Zjy8l1k3DOZ1JjCcKE7wJ2fQhzms4WK3Z9eqZS2r+PLll3DFFX79KCJhQTkfIhL2/FnSeP1174FHDP8wj168xv1EcYJFXE9rNnoMPMC/wKNWLe1gEfFGyy4iUmb5WtL4/XfPn23LWubSmyZkcIKKPMw4JjEU8JiJ6repU7WsIuKNgg8RKdO8VfJs2tTdUcNQJjGOh6nESf6gMb2ZyzraBXzv2rVh375T37tWVxURz5TzISJh68SJvDkfp3OAadxGdxYDMJ8e3MnbZFKjUNf/4ANr2UeJpCLq7SIiAkClSnDNNbB4MVzEt8yhDw35i2wqMZwJvM5girLM0qCBcjtECkPBh4iUKsHsxvrww/Dx4lxGMJ4xjKQiOfxGU3oxj42cX+gxum7lFZHAKfgQkVLDV5faQHz4Ibz74j4+ZgDX8CkAc+jN3UzlEIVf0lV1UpGi01ZbESkV/OlS6y+7HWbcuYp0WnENn3KMytzNm/RldpECD1B1UpFg0MyHiJQ4u92a8XCX/m6MNduQnGxtq/U525Cby5/3PM9HWU9RATs/cya9mMcmziv0+J54As4+W0mlIsES0MzH2LFjadeuHdHR0dStW5cbbriBX375Jc85xhhSUlKoX78+VapUITExkc2bNwd10CISXlat8t5l1hjYts06z8Fut/qnzJ5tfbXbgT17oFs3mrzzOBWw8x79acu6IgUeYFUq7dvXSi5V4CFSdAEFHytWrOC+++5jzZo1LF26lJycHLp06cKRI0ec54wbN44JEyYwefJk1q5dS2xsLJ07d+bQoUNBH7yIhIdAu9SmpkKjRtCpE/TrZ33tE5vGsbNawRdfYI+qwm28ywBmcIRqhR6XzWb1clFiqUiQmSLYs2ePAcyKFSuMMcbk5uaa2NhY8/zzzzvPOX78uImJiTFvvPGGX9fMzMw0gMnMzCzK0ESkDFm+3BhrfsP7a/lyYxYsMMZmO3UsghzzFCkmhwhjwGTGn21y/vs/06CB7+tVq2bMqFHW9VyvCaeOLVhQwr8ckTIikOd3kRJOMzMzAahZsyYAGRkZ7Nq1iy5dujjPiYqKomPHjqxevdrtNbKzs8nKysrzEpHyxdGl1uah5IZjBuKSS/LmhsSyky/owmhSiCSXd7mdtmYttGjBK6/4vu+MGZCSorb3IqFW6ODDGMPw4cNp374955xzDgC7du0CoF69ennOrVevnvO9/MaOHUtMTIzzlRBov2oRKfMiI63ttN5MnAirV5/KDbmSpaTTiiv4isOcRn/e4w7eYcv2qqxaZQUNCxZYTd7yq1XLes8RWCQlwdatsHw5zJplfc3IUOAhUlwKvdvl/vvv54cffuDrr78u8J4t358vxpgCxxwee+wxhg8f7vw+KytLAYhIOZSUBMOHw8svQ27uqeORkdbxpCQruTSSHFJIYSRjiMDwA+fSi3n8wlnOzzhyQxyN59LSrBdYSaPuEke99YgRkeAqVPAxZMgQFi9ezMqVK4mPj3cej42NBawZkLi4OOfxPXv2FJgNcYiKiiIqKqowwxCRMPLwwzB+fMHjdju89BK0aweHf9nOV/TlMqxtL29wD8N4meNUyfMZl//8EBlp7Va54oriHL2IBCKgZRdjDPfffz+pqal89dVXNG7cOM/7jRs3JjY2lqVLlzqPnThxghUrVnDJJZcEZ8QiEnbmz4cXX/T8vjEwo89n3DC6FZexiiyi6cNs7uWNPIGHdqeIlA0BzXzcd999zJo1i0WLFhEdHe3M44iJiaFKlSrYbDaSk5MZM2YMzZo1o1mzZowZM4aqVavSr1+/YvkBRKRss9th8GDP71fgJM/yBI/kjgNgA63pxTx+5195zlPZc5GyI6DgY8qUKQAk5lsYnTZtGgMHDgTg4Ycf5tixYwwePJiDBw9y4YUX8sUXXxAdHR2UAYtIeFm1Cvbudf9eAn8xm75cirVb7lXu5yFeJJvKBc6Nj7cCDyWJipR+NmPcFTQuOVlZWcTExJCZmUn16kXrwSAipd/s2VahsPyu5WNmMICaHOQfYriDd0ilh9trvPwyDBmiGQ+RkhTI81u9XUQkJOx2a5Zj5868PVJck0MBKnKCsTzGg0wA4Hva0Yc5ZNDE47Xr1VPgIVKWKPgQkWKXmmoVB3Pt3xIfb9X26N7d+ue//4ZGZDCHPlzI9wC8TDKP8AInqeT1+vkDGBEp3bTsIiLFKjUVevYs2LHWkSA6f771dWaPVN7hdmqQyQFOZyDT+ZjrvV7bZrMCl4wMzXyIlLRAnt9FKq8uIuKN3Z63HLorx7GHh2Zzw1dDWEAPapDJt1xEazbyMddTpw6MGGEFGfnrFGp3i0jZpWUXESk2q1blXWrJr4n5jbl/9ybitQ0A5I54mBNXPcvzeyvmyQu5+GL3yzba3SJSNin4EJFi4yhz7s5NzONt7qQ6h8iuVououe8RcfXVdHRzrqNMuruEVREpexR8iEixcZcIWpljvMwwBvEmAKtoT4V3Z3Px1fEFT3ah3isi4UPBh4j4zdN2WU86dLCWR7Zvt3I8mvML8+hFS34gFxtjGcnb8Sn8luT+P0WB3k9EygYlnIqIX1JToVEj6NTJKgrWqZP1fWqq589ERlrbaQFuZibraUNLfmAPdejK5zxpe5bxkyq4DSgKcz8RKRu01VakHHDMIGzfbpUyr1UL9u+HOnWgQQPfMwr+bJf1mPh59Chbr3+ARsveAeArOnEzM6mYEOcxYbRI9xOREhHI81vBh0iYc1fgKz9HwS93D3S73Zpx8PR5r7U2fvwRevWCzZsxNht/3voUazo/SWyDSI8BT5HuJyIlRuXVRQTwPIOQ399/Q48eMHo0NGuWN7/C13ZZY2DbNuu8PAmh06fDfffB0aMQG4tt5kwaXX45jXyMudD3E5EyQ8GHSJjyVuDLk1GjTv2zYzYkO9u/zzq31R4+bAUd771nfd+5M7z/vtWAJZDrBOk8ESl9lHAqEqZ8zSD4sn27NWuyZYt/58fFAZs2Qbt2VuAREQHPPgtLlvgdeDivE8TzRKT0UfAhEqaKOjPgmDF56y0rKTV/eXMHmw0S4g2X/fIWXHAB/Pwz1K8Py5fD449bQUgAHNtzvd4vwTpPRMomBR8iYSoYMwPGWLMnd99tfe+uv0q0yeKbhv2IGHQ3HD8O3bpBejpcdlmh7um6PVf9XETCk4IPkTDlmEEIhmbNrO2tDRrkPX5V3Y1sj21DwjdzrGhg3Dj45BNrD28RJCW5v198vLbZioQDJZyKhCnHDII/u1182b3bStuYPt36fs9uQ5vvp9BsyjBsJ05Y6yBz51od4IJE/VxEwpfqfIiEOX/qfHgTEQG5uae+/3f9TL5oeCfx3863Dlx/PUybBjVrOs9RWXSR8ieQ57eWXUTCXFISbN1q5X8+8EDgn3cNPNqwjk92tCb+2/nkVqgIEybARx/lCTxUFl1EfFHwIVIOODrCTpoECxYUzAWpVct6eWZ4gEms5hKakEEGjehe82vsDwzLkxXqKGqWf5bFsW1XAYiIgJZdRMold8sidrsVlOzdm/fcGhzkXW7nRj4CYAFJ3ME7ZFKD5ctPVRlVWXSR8k3l1UXEK8dMiKtVqwoGHheyhjn0oRF/kk0lHmQ8r3EfYM12LFp06joqiy4i/tKyi4gAeYuS2cjlQV5iFR1oxJ/8RlMu5lte434cgQdY9TYcSykqiy4i/lLwISLAqaJktdjHYq7nJR6iIjnMoTfns4GNnF/gMzYbJCdbSy4qiy4i/tKyi0gY87Tl1d3xDh3gxjpfM2lvXxL4m+NE8QCv8BZ34Trb4cp1KcVR1Gz7dvd1RRw5HyqLLiIKPkTClLv6HvHx0Ls3zJgB+/adOp7QIJdPE19g/v4nicDOLzTnJj5kE+f5da+dO/MWNbPZ8gYgKosuIq607CIShjxtef37bxg/Pm/gUYc9vLW9G+fMHElErp33uYU2rPc78IBTSykqiy4i/tBWW5FSqCgVQn1teXXVkTRm0Y/67OQoVXio8mReP34bnpZZ8vO0fVYVTkXKH221FSnDPC2XTJrk38yBry2vABHYeZznGMVoIsllM2fTi3n8eLwF1avDoUO++8F4W0pxt5VXRMRByy4ipUgwKoT62spaj118QReeZhSR5PIut3EB3/MjLQCrnLoxBdvZ56elFBEpLAUfIqWE3W7NeLibcXAcc2xr9cbbVtYr+JJ0WnEFX3GY0+jPe9zBuxzlNOc5hw/D6NHu8zZGj4ZZs6w+MRkZCjxEpHC07CJSSgSrQmiHDlaflv37Tx2LJIdRjOZxniMCww+cSy/m8Qtnub1Gs2ZWMzrlbYhIcVDwIVJKFFeF0PpsZxb96MhKAN7kbpKZyHGqePxMXJzyNkSk+Cj4ECklClshNP/OErv91KzHVSzhffpTh30cohp38RZz6ePx2ioEJiKhoOBDpJQoTIVQdztjataECpzkGZ7kUV4AYCOt6MU8fqOZx/urEJiIhIoSTkVKiN0OaWkwe7b1FazttFBwp4m7wMDTzpiqB7aRRqIz8JjMfVzMtwUCj+jovJ/T7hURCRXNfIiEiOvyyJYt8NZb7mt5zJ/vvs7HxIlWYOAIWu66q+AMybV8zHQGUosDZFKdO3iHBfTMc45jBuW332D1aiWUikjoKfgQCQF3yyP5OWp5zJ/veaeJp+tU5ARjeYwHmQDAWtrSm7lk0CTPea4zKJUqKaFUREqGyquLFDPH8og//0/zVK7c23UaspW59OZCvgfgZZJ5hBc4SSVq1oQDB06dm5BwagZFRCSYVF5dpJTwVjjMHU+1PDxd5wYW8i63czr/cJAaDGQ6i+nufH/ePCuI0dKKiJQmCj5Egsw1t2P3bv8avOWXv5ZH/gJklcjmRR7iAV4F4Fsuog9z+IuGwKkZlMREBRsiUvoo+BAJIn9yO/yRv5aHazDShN+ZS2/ash6AcTzE4zxHDhUBbZkVkdJPwYeIF4G0hg8kt8MTT0W+HMHITczjbe6kOofYRy0GMINPuSbPua47Y0RESqOA63ysXLmS6667jvr162Oz2fjoo4/yvD9w4EBsNlue10UXXRSs8YqETGoqNGoEnTpBv37W10aN3HeWDTS3wx1vMxYd2h3nvdPuZR69qc4hVtGeVqTnCTxq1YIvv1TDNxEp/QIOPo4cOULLli2ZPHmyx3O6du3Kzp07na9PP/20SIMUCbVAW9v7agrnD49Fvn79lchLL6L/kTfIxcYYRtKJ5WwnHrCCFpsNpk61cjxWrTpVuMxXB1wRkZIQ8LJLt27d6Natm9dzoqKiiI2NLfSgREqSr9b2NpvV2r5791MzFIE2ewOrZX3nzlCtGjRtCoMHW7U38pg5E+65B44cgTp1WD3oA6ZM64LdTQEysGZm3BUu00yIiJQmxVJePS0tjbp169K8eXPuuusu9uzZ4/Hc7OxssrKy8rxESlIgre0d/G0K9/LLMGsWjB5tBTHTp8PkyTBsmBWAOGdUjh6FO++EW26xAo/EREhPp/3TXdi6FZYvt66zfLm1zAKBzdSIiJSkIhUZs9lsLFy4kBtuuMF5bO7cuVSrVo2GDRuSkZHBk08+SU5ODuvXrycqKqrANVJSUhg9enSB4yoyJqGSP6l0+3brme/LrFnQt++pazRq5LspXEYGLFrkPjHVkfPx+cSf6PxWL/jf/6yDTz0FTz7pMdPVcW9PAZO3wmUiIsESUJFQUwSAWbhwoddzduzYYSpWrGgWLFjg9v3jx4+bzMxM52vbtm0GMJmZmUUZmohfFiwwJj7eGCsUsF61a+f93tPryy8LXstms16u5zmOLVhgTE5Owfu5vgYw3RyxVbW+iY01Ztkynz/D8uX+jXf58mL5FYqIGGOMyczM9Pv5XexdbePi4mjYsCFbtmxx+35UVBTVq1fP8xIJBU9Jpfv2Fe56SUlWwmiDBnmPuyaSelrSqcoRpjOA6QykqjnKgTZXQno6XH65z/v6m29SmLwUEZHiUOx1Pvbv38+2bduI83dRXCQE7HZ44IGibY11l8qUlGQlonqqDeIuADiHTcyjF//mZ+xE8BRPc+6wR+lTz781En//r6X/C4pIaRFw8HH48GF+++035/cZGRmkp6dTs2ZNatasSUpKCj169CAuLo6tW7cycuRIateuzY033hjUgYsUxXPPWfkZReHpYR4Z6blbbN7PGO7gHV5lCFU4znbq05fZrOIyljdw/3l3OnSwanzs3+/5nFq1ChYuExEpKQEHH+vWraNTp07O74cPHw7AgAEDmDJlCps2beK9997jn3/+IS4ujk6dOjF37lyio6ODN2qRIkhNhVGjCv95T1VI/dGhg/XZzL8P8Qb30I/ZAHxGV27lPfbb6pBQyGuLiJQVAQcfiYmJGC9z1Z9//nmRBiRSnBw1PIqqsH1TIiNhenI6CSN60Zwt5BDJSMbwEiPAFlGoa69a5X3WA6z383fKFREpKertIuVKMCqRjhhRuKJd9hzD7w+9QeJrw4gkm+2RCdxkn8O3XAJAQiF7sijhVETKmmLf7SJSmgTjATxnTuBlyxe/n8mn1XvTfOJgIk9ms5jr6Fp3I11HX5KnWFhhgholnIpIWaPgQ8qVYDyA81c39eWrcetocev5XHfsQ05SgWFMoDuL2LyrFikpEBVlLYcUtgCYI4/EUaQsP5sNEhKURyIipYeCDylXfD2o/eXXDIox5E58hfaPXEJT/iCDRlzKN0xkGGBzbvNNTi5aA7jISKt/CxT8ubx1yhURKSkKPqRc8edB7Q+fMygHD0JSEhHDhlKJk6RyI63ZyFouyHOauz4xheFPgTMRkdJCwYeUO94e1B9+GIQljO++g9at4aOPsFeoxP28Sg8WkEkNjx8JRi5KUhJum84p8BCR0ka7XaTcyN9A7vffYfXqgpVIIyKssus2W94KqD6XMHJzrba1jz4KOTnQtCkbH5rLa4Pa+BxbsJJBvRU4ExEpLTTzIeVCaqrV+bVTJ+jXz/ratCkcOGB1pnVN+CzUEsb+/XD99dY+3Jwc6NUL1q+n9Z1tfOaYFLZgmYhIWaXgQ8KepwZy27dbx1NTC34moCWMb76BVq3gP/+xtq5MmWLtx42J8Zpj4nDsGCxaVIQfUESkjLEZb+VKS0BWVhYxMTFkZmaqw60Umd1uzXh4KyyWkGAFFo6Zj/zLM66N4fLIzYVx4+CJJ6wPNW8O8+ZBy5YFTk1Nhbvvdl+J1BGU+JMY6vfYRERCLJDnt2Y+JKz5U9F02zZ49VXrwe5ueaZRIzezI3v2wNVXw2OPWR+8+WZYt85t4AFWp9vKld3f398tt36PTUSklFPwIWHN3861w4ZBvXrQo4cfyzMrVljLLJ9/DlWqwDvvwPvvg5fmiatWeR+Lry23hVk6EhEprRR8SKlit0NaGsyebX0tSvEtgL17/T/XU3M2x8zE8KF2ckc/A5dfbq17/Pvf8P33cPvtPouEFKX/iqMZnrsF0mAVKhMRCSUFH1JqFMeyQp06wRlbXbOLt/++ioiUp6xcj4EDYe1aOOccvz5flP4rvpaOglWoTEQkVBR8SKlQXMsK+bfLFsblLCOdVlzJMnKiqsKMGTBtGpx2mt/XKEr/FXWtFZFwo+BDSlxxLis4HvqFEYGd0TzFUjoTy242cQ4bpq6HW28N+FpF6b+irrUiEm4UfEiJK85lBcdDP9BGcnHsYBlX8BTPEIHhLe4iqcH3tLn5rMAH8f8K239FXWtFJNwo+JASV9zLCo6Hvr8zIFexhP/SkkRWcIhq9GMW99im8sIrVYpcU6Mw/VfUtVZEwo2CDylxoVhWcH3oJydbx/I/yCuQwxgeYwndqMM+NtKKNqzn64S+Qe0M6+i/kr+su6/xq2utiIQLVTiVEuOo1rl9uxUQ7Nvn/jybzXrIulYhLarUVCvPxLHcE882Uiv1pd2JbwDY3n0wX984nnoNK5eqKqKqcCoipVUgz28FH1Ii8j/8PQmk9HigHA9y238+4ZKpA6iYdQCqV7eKhvXsGdybiYiEuUCe3xVCNCYRJ8e2Wn/C3vh4K5+hsIGHt5mCSPsJEj8ZCePHWwfatoW5c6FJk8LdTERE/KLgQ0LK27ZasGY6ateGl1+28huKsqzgbnYlPt5K3kw6fyv06QPffWe9MXQovPCC1ZVWRESKlYIPCSl/ttXu3WsFHomJhb+Pp9mV7dvh/R4fce1pt1HpyD9Qo4ZVMOyGGwp/MxERCYh2u0hIhaJap6fZlUpk87IZykJupNKRf8g860IWjU4nrcYN6osiIhJCCj4kpEKxrdbd7EoTfucbLmUorwDwIiOo/fMqbhjaUK3pRURCTMGHhFSwq3W664Kbf9akJx+ygfNpy3r2U5Nr+ISHeZEcKjrPUWt6EZHQUfAhxcZdYBDMap2euuBu2WK9H8VxXmMwH9KLGLL4mktpRTqfck2Ba6k1vYhI6Cj4kGLhKTBITQ1OtU5vXXBTUuCCGr+yhosYzBQAxvAYiaTxNwker6nW9CIioaHdLhJ03naa9Ox5KsDo3r1w1Tp9dcHtxyze/OceqnGYPdShP+/zBVf5PX61phcRKV4KPiSofAUGNpu1tNG9+6keJ4Fce9UqWLbM/XbdKhxlEkO5i7cB2NookZ7ZM1m/s35AP4Na04uIFC8FHxJU/tTxcCxtBBJ4+CrHfhY/MY9enMv/yMXGMzzJmc8+xXd9Ip2zK3XrwsCB1gyMu+DI0UNGrelFRIqXgg8JquKo4+GrHPutzOB1BnMaR9lFPW5mJl9xBcsbFJxdmTTJupbNlvd6ak0vIhI6SjiVoKpbN3jn2e3WEstdd7kPPKpyhGkMZAYDOY2jfMkVtCKd5bYrPG7XVWt6EZGSp5kPKZV8LbO04H/Moxdn8xN2IhjFaMbyGMZmTVt4m8EoSrKriIgUnYIPCao9e4p+nvdlFsPtvMtk7qcKx9lOffoxi5V0BMAG9OplBRfeBJrsKiIiwaNlFwmqopZP97ZbphqHeJ/+vMOdVOE4n9GVVqQ7Aw+wPjd3LtSrp2qlIiKllYIPCaqilk/3tFumJemsoy23MJMcInmE57mG/7CPOm6vs3+/yqWLiJRWCj4kqFzLp3viLR+j4C4YwyCmsIaLOJNf2UY8HVnBOB7B+PjX1xiVSxcRKY0UfEjQJSXBiBEFA4zISOu4tx0lrssx1clkDn2YwmAqk83HXEsr0lnNpX6PReXSRURKHwUfEnSpqfDSSwVnHHJzrePelkIcyzZtWM8Gzqc38zhJBYYznutZzAFqBTwelUsXESldFHxIQNx1qs3/vrfy6uB9KSQywvDxVa/yDZfQlD/YSkPa8zUvMxxrL0vgVC5dRKR0UfAhfvPWqdYhkPLqBRw8CD160OqdB4jiBP+peAOt2cj3XFio8fpKbhURkZKh4EP84q2FveuukkKXV//uOzj/fFi4ECpVInfiKwyqm8o/nO728zYb1KoFNWu6v77KpYuIlF4BBx8rV67kuuuuo379+thsNj766KM87xtjSElJoX79+lSpUoXExEQ2b94crPFKCQhkKSXgOh/GwIQJ0L49bN0KTZrA6tWsbDmEv7d7XmYxxtpOO28ejB5dMAhRuXQRkdIr4ODjyJEjtGzZksmTJ7t9f9y4cUyYMIHJkyezdu1aYmNj6dy5M4cOHSryYKVkBLKUElCdj/374frr4cEHIScHbroJNmyANm38nkHZsweeesr6unw5zJplfc3IUOAhIlJaBVxevVu3bnTr1s3te8YYJk6cyOOPP07S//+Xf8aMGdSrV49Zs2Zxzz33FG20UiICWUpx1Pnw2Tl2zTfQt68VtURFWQfvucd5UqAzKCqXLiJSdgQ15yMjI4Ndu3bRpUsX57GoqCg6duzI6tWr3X4mOzubrKysPC8JPW+7WAINBLx2jp2XS9Kvz0PHjlbg0awZrFkDgwblmS4paqVUEREpvYIafOzatQuAevXq5Tler14953v5jR07lpiYGOcrISEhmEMSP/jaxVKYQCApyUrhyLMU8v1ekt65Bh57DOx2tl7Sj1UT12M/t1WBa7pWSs1/XyWTioiUbcWy28WW72lhjClwzOGxxx4jMzPT+dq2bVtxDEk88GcXS2EDAcdSSN++kBixksg2rWDJEo5TmTt4m8arP+Cya6ILbNd18DqDomRSEZEyK6jBR2xsLECBWY49e/YUmA1xiIqKonr16nleEhqB7GLxJxBwu3Rjt8Ozz1rTKTt28CP/pi1reZc7cBQNy79d15XbGRQlk4qIlGkBJ5x607hxY2JjY1m6dCmtW7cG4MSJE6xYsYIXXnghmLeSIAhkF0tiovXA797d+n7nTivHo0MHa4YjNdUKZFyv1ypuN5/Xvpm6m5YB8GHVAQw8+hpHOa3AfWw2K9Dp3t3zDIqIiISHgIOPw4cP89tvvzm/z8jIID09nZo1a3LGGWeQnJzMmDFjaNasGc2aNWPMmDFUrVqVfv36BXXgUnSFKQjmLhBwLN24zqBczjJm7ryZujt3kxNVlS3Jr9PrhQEe75E/0BERkfAVcPCxbt06OnXq5Px++PDhAAwYMIDp06fz8MMPc+zYMQYPHszBgwe58MIL+eKLL4iOjg7eqCUoAi4I5kb+pZsI7DzF0zzJM0Rg2MQ5DD19Hnec+2+/7qUmcCIi4S/g4CMxMRHjLkng/9lsNlJSUkhJSSnKuCQE9u71fY6v7ayuSzdx7GAmN9OJNADe4k6GMolju6pyvR/3AjWBExEpD9TbpZyy2+H/J628SkqyAgy73X1C6aJF1nld+Jx0WtGJNA5RjX7M5G7e4hhVAahTR3U7RETEYjPepjFKQFZWFjExMWRmZmrnSyHZ7e6TQl2lpVkbUPxVq5b1df/+vMf+2Z/D0zzFSMYCkE5LejGPLTTP8/nly+HAASs3BNxXPtX2WRGRsiuQ53dQd7tIyXO36yQ+3qrT4fpgDzS3wjXocKiyfxsf0Zf2fAPA69zLcCaQTWXnOTabdX9HADRihNVHzrWCakSENQujwENEpHzQsksY8bftPcCWLUW719X8h3Ra0Z5vyKQ6vZjLfbyeJ/AAa4bDUYAsNRVeeilv4AHW9y+95L7Oh4iIhB8tu4SJEyesGQZPSaSOGYiMDOv7Ro281/jwpAInGcNIHuIlANbRht7M5Q+auj0/ORleftkKMLzd03V8KpkuIlL2BPL81sxHGEhNtSqPetu94lpHw1dxMU/O4E9W0cEZeEziAS7lG4+BB1hFwyCwgmYiIhLelPNRRjmSShctspY1/FXYOhrd+Yhp3Mbp/MNBanAb01jEDR7Pd831COS+qvMhIhL+FHyUQe6SSv0VaB2NipxgHA+TjNVZbg0X0oc5/Ekjj59x12wuGAXNREQkPGjZpYzxlFTqi2sdjQ4dvNfccGjMH3zDpc7A4yUe5DJWOgMPx+cd23Ad3HWd9XVP1fkQESk/FHyUId660PpijLXFNTLSek2y4okCwYDj+4HV5rOR1rRjHfupSb/oj3m+1kucpJLz3Ph4WLAAdu/23XXWn3u6zpSIiEj40m6XMiTQwmD55a/34W755l/xx1lyzoM0XfI6AHubX8pvz8zmgh4JgO/iZb64u2dCghV4qM6HiEjZFcjzW8FHEPhTUTQYZs+GojQHdldJ1HXsTexbuGB8L2zp6dabjz4KTz8NFSsWadz5her3JSIioaMKpyHkb0XRYKhbt2ifN8YKQJKTrS2wjiWYxESsyObeu+HwYahdG95/H7p2DcKoC3LeU0REyiXlfBRBIBVFi8puh//+t+jXKVBP49gxuPtua0rl8GHo2NG6UTEFHiIiIgo+Cslb8qfjWHJywVLihZGaalUHffDBol/LYdEi4Oef4YIL4K23rCmRJ5+EL7+E+vWDdyMREZF8FHwUUqgqdhZ2a60v+ye+R06rNvC//0G9evDFF1Z+RwWtxImISPHSk6aQiqtip2syZt268MADhdta60lVjjCZ+7mN6ZAN5vIrsM38AGJjg3cTERERLxR8FFJxVOwsSuVSf5zNZubRixb8iJ0IUkjhipEjSYzVVhMREQkdBR+F5KjYuX27+5mJ/L1NfHEsrxTPxmfD7bzLqwyhKsfYQRx9mc1KOnL2nuK4n4iIiGfK+SgkbxU7IW9FUV+KUrnUl2oc4n368w53UpVjLOEqWpHOSjoCebfv2u1WIbPZs62vwUiWFRERyU8zH0WQlGQV7PK0VDJsmPW1dm3vBbUK2+Lel/P4L/PoxZn8Sg6RPMGzjONhjEvMOXDgqSAqVPVKRESkfFOF0yD48EPo1cu/c10f6I7k0gULYPLkYI7IcDdTmcRQKpPNNuLpy2y+oX2BM202zzMu7iqiioiIuKPy6iFkt1s1OPyduXA80EeMsJY3gj3jEU0Wb3EXvZkHwMdcy0Cmc4BaPj7pniN3JSNDJdBFRMSzQJ7fyvkookCXTIyxXi++GPzA43zWs4Hz6c08TlKBB3mJ61lc6MADglevRERExEE5H0UUaB2P4mG4n8m8xAiiOMFWGtKHOXzHRUG7Q+n4OUVEJBwo+CiiQOp4FIcY/uEd7qAHViOZhdzA7bzLP5we1PuU9M8pIiLhQ8suReSo9+Fuu21xstmgHd+zkdb0IJUTVOQBJpFEqtvAIzKycGO02SAhwf96JSIiIr4o+CgiX/U+isPoFENK9Ql8w6U0Ziu/04SrY1bzKg9gyzcIm816DR/ufoyu33t6b+JEJZuKiEjwKPgIAke9jwYNiv9ezWod4Ml13Xkq80EqksNfF/Rkx8cb+Hx/WxYsKDiG+HhrbOPGuR9jfLy11dfbZ7XNVkREgklbbYPIbofnnrNmQg4ccH9OQgL06QMvvRR4RdOLWc2XtfpQdf82iIqCl1+GQYPyTFm4NqZzV9TM2/u+PisiIuKJ6nyUEF/9WUaNgieftB7oqalwzz2wb5/v69rIZQQvMdY2kkhjh2bNYN48aNUqqOMXEREpLNX5KAH+9Gd59llYuND656QkK5fCl9rsZUmFaxnHI1bg0bcvrF+vwENERMosBR9B4k+xMbsdbrrJmvUA3zkiHVhJOq3okvMZVK4Mb70FM2dCdHRwBi0iIlICFHwESSBFuJKTrUDE0zbdCOw8zrMspxMN2IE56yz4/nu4887Q7+kVEREJMgUfQRJIES5HuXJ323TrspsldOVZniSSXP5MHIBt3To499zgD1pERKQEKPgIEscshr8cMyWu23Q78RXptKIzX3LUVpV190+n4fLpcNppxTJmERGRkqDgwwO7HdLSrM6zaWnW9964zmL4w3WmJKm7nT8HjmKZ7Uri2MWRRi2I+u9a2r46oDBDFxERKdXKfW8XR5CRlmZ9n5gIBw/CsGF5E0jj463gwlvBraQkawds376egxVHi3pnufIdO+Dmm4lwDODOOzlt0iSoWrVIP5eIiEhpVa7rfKSmwt13w/79vs915GT4U/Fz/nxrV4vPa3zxBdxyC+zdC9WqwZtvQr9+Af0MIiIipYHqfPghNRV69PAv8IBT9TscO1W86dnTKleePwfEWa78+hx4/HHo2tUKPFq2tGp3KPAQEZFyoFzOfNjt0KiR77ocnixfbi3P+HOfAuXKd/5trct8/bV10qBBVpn0ypULNxgREZFSIJDnd7nM+fCnIJg3/tb0iIzMF6R8+inceqs13RIdDW+/Db16FX4gIiIiZVC5DD4CKQjmjruaHl6bsp08aS2zvPii9X2bNjB3LjRtWrSBiIiIlEHlMvgIpCCYqwI7Vf5faqrV18Xt7pg2f1ptbNessd4YMsQKQqKiCjcIERGRMi7oCacpKSnYbLY8r9jY2GDfJmCudTvsdt99VfJz7FSZODFvm3lHJ9v8yzjbt8N7PRZx4pzWVuBRo4Z18iuvKPAQEZFyrVhmPlq0aMGXX37p/D7S9WldAtzNTNSqFdg14uOtwMN1m62nTrYVOcE48zDJTILDYNpdgG3eXCvLVUREpJwrluCjQoUKpWK2A07NTOQPEA4csL5WqwaHD+d9r1YtmDIF6tQ5lcNxySWwerU1c+LI6XCXuNqYP5hLb9qxDoCXeJB2z42hY6NKxfQTioiIlC3FEnxs2bKF+vXrExUVxYUXXsiYMWNo0qSJ23Ozs7PJzs52fp+VlRW0cXiamYBTxypXtmpvOHa+JiZar/xLK02bFszp6Nkz7zWTWMC73E4MWeynJgOZzidcx6x9QfuRREREyryg1/n47LPPOHr0KM2bN2f37t08++yz/Pzzz2zevJlabtY6UlJSGD16dIHjwajzkZYGnTr5Pq9OHXjjDfeVSz3NnNhsp45FcZyXGMH9vAbAN1xCX2azjTMA/+uCiIiIlFWB1Pko9iJjR44coWnTpjz88MMMHz68wPvuZj4SEhKCEnzMnu1/0VCbrWDpdH+KkZ0ZsYVZub05n40APM8jPMkz5FDRuTsmIyPvTIqIiEi4KVVFxk477TTOPfdctmzZ4vb9qKgooopp90cgW2qNsfq8xMScWnbxVYysN3OYmns31TnEXmrTn/f5nK6A590xIiIi5V2x93bJzs7mp59+Iq6wxTWKoEMHa+bBEQj4sn8/XHmlNduRmuq5GFlljvEG9zCHvlTnEL81uIyr49KdgQe49HHx0YRORESkvAl68DFixAhWrFhBRkYG3333HT179iQrK4sBAwYE+1Y+RUZahb4CtX27lefhbrLmTH7mOy7kHqaSi41neILtM5axZlsDli+HWbOsHI+MDAUeIiIi7gR92eXvv/+mb9++7Nu3jzp16nDRRRexZs0aGjZsGOxb+SUpyZqBuOce2OfnrhNjrNmSt96yipHt2GEdu4X3mcK9VOMIu6hHfz7gl4QrGZnopo+LiIiIuFVuutqeOGEthezdG9jnRo+GcaOO8CpDuI1pACzjcm5hJrttsVpaERERIbDnd7HnfJQWlSpZ22ltNv9zQADaVNnMjvgLuI1p2IngKUbThS+omKDAQ0REpDDKVWM5xxJM/lLr7hluYxpdn7yfyOxjmLg4Nj08i3/XS2RZ/q61IiIi4rdys+ziytFk7oYbCpZWBziNw0zhXvrzgXWgSxd4/32oW7dYxiMiIlLWadnFB0dyqLvyIufyA+tpQ38+IIdIcp8dA599psBDREQkSMpl8AFWAbH9+12PGO7mTb7nAs7kV/6mAYmksfLSxyCi3P6aREREgq5c5Xy4ci0gFk0WU7mbPswF4BOuYSDT2U9tj4XGREREpHDK7Z/0joKrrdnAetrQh7mcpAIjeJHrWcx+auc5T0RERIKj3AYfHdobHq46mW+5mGb8xlYa0oFVjGcEhghsNkhIsHa1iIiISPCUz+Djn3/Y1b4nLxwdQhQn+IjutGYj33GR8xRj1BRORESkOJS/4OP77zGtW9Pgu1ROUJGhTORGFvIPp+c5rVYt6N69hMYoIiISxspP8GEMvPwytG+PbetW/qAxl/INrzAUKFjydP9+a0eMiIiIBFf5CT7Wr4fhw+HkSf66oCet2cg62nn9iHa6iIiIBF/52Wrbti2kpECdOvzx73vJutx3gxftdBEREQm+cltevVEj2L7dWo3Jz2azOuBmZCjhVERExB8qr+5DZCRMmmT9c/4Ot47vtdNFRESkeJTL4ANOdbht0CDv8fh463hSUsmMS0REJNyVn5wPN5KSrO20q1ZZyaVxcVZRMc14iIiIFJ9yHXzAqQ63IiIiEhrldtlFRERESoaCDxEREQkpBR8iIiISUgo+REREJKQUfIiIiEhIKfgQERGRkFLwISIiIiGl4ENERERCSsGHiIiIhFSpq3DqaLKblZVVwiMRERERfzme28Zdu/h8Sl3wcejQIQASEhJKeCQiIiISqEOHDhETE+P1HJvxJ0QJodzcXHbs2EF0dDS2/P3uCykrK4uEhAS2bdtG9erVg3JNcU+/69DQ7zl09LsOHf2uQ6O4fs/GGA4dOkT9+vWJiPCe1VHqZj4iIiKIj48vlmtXr15d/0KHiH7XoaHfc+jodx06+l2HRnH8nn3NeDgo4VRERERCSsGHiIiIhFS5CD6ioqIYNWoUUVFRJT2UsKffdWjo9xw6+l2Hjn7XoVEafs+lLuFUREREwlu5mPkQERGR0kPBh4iIiISUgg8REREJKQUfIiIiElIKPkRERCSkwj74eP3112ncuDGVK1emTZs2rFq1qqSHFHbGjh1Lu3btiI6Opm7dutxwww388ssvJT2scmHs2LHYbDaSk5NLeihhafv27dxyyy3UqlWLqlWr0qpVK9avX1/SwworOTk5PPHEEzRu3JgqVarQpEkTnn76aXJzc0t6aGXeypUrue6666hfvz42m42PPvooz/vGGFJSUqhfvz5VqlQhMTGRzZs3h2RsYR18zJ07l+TkZB5//HE2btxIhw4d6NatG3/99VdJDy2srFixgvvuu481a9awdOlScnJy6NKlC0eOHCnpoYW1tWvXMnXqVM4777ySHkpYOnjwIJdeeikVK1bks88+48cff2T8+PHUqFGjpIcWVl544QXeeOMNJk+ezE8//cS4ceN48cUXefXVV0t6aGXekSNHaNmyJZMnT3b7/rhx45gwYQKTJ09m7dq1xMbG0rlzZ2eD12JlwtgFF1xgBg0alOfYWWedZR599NESGlH5sGfPHgOYFStWlPRQwtahQ4dMs2bNzNKlS03Hjh3N0KFDS3pIYeeRRx4x7du3L+lhhL1rrrnG3H777XmOJSUlmVtuuaWERhSeALNw4ULn97m5uSY2NtY8//zzzmPHjx83MTEx5o033ij28YTtzMeJEydYv349Xbp0yXO8S5curF69uoRGVT5kZmYCULNmzRIeSfi67777uOaaa7jyyitLeihha/HixbRt25abbrqJunXr0rp1a956662SHlbYad++PcuWLePXX38F4L///S9ff/01V199dQmPLLxlZGSwa9euPM/IqKgoOnbsGJJnZKnrahss+/btw263U69evTzH69Wrx65du0poVOHPGMPw4cNp374955xzTkkPJyzNmTOHDRs2sHbt2pIeSlj7448/mDJlCsOHD2fkyJF8//33PPDAA0RFRXHrrbeW9PDCxiOPPEJmZiZnnXUWkZGR2O12nnvuOfr27VvSQwtrjuegu2fkn3/+Wez3D9vgw8Fms+X53hhT4JgEz/33388PP/zA119/XdJDCUvbtm1j6NChfPHFF1SuXLmkhxPWcnNzadu2LWPGjAGgdevWbN68mSlTpij4CKK5c+fywQcfMGvWLFq0aEF6ejrJycnUr1+fAQMGlPTwwl5JPSPDNvioXbs2kZGRBWY59uzZUyDSk+AYMmQIixcvZuXKlcTHx5f0cMLS+vXr2bNnD23atHEes9vtrFy5ksmTJ5OdnU1kZGQJjjB8xMXFcfbZZ+c59u9//5sFCxaU0IjC00MPPcSjjz5Knz59ADj33HP5888/GTt2rIKPYhQbGwtYMyBxcXHO46F6RoZtzkelSpVo06YNS5cuzXN86dKlXHLJJSU0qvBkjOH+++8nNTWVr776isaNG5f0kMLWFVdcwaZNm0hPT3e+2rZty80330x6eroCjyC69NJLC2wZ//XXX2nYsGEJjSg8HT16lIiIvI+iyMhIbbUtZo0bNyY2NjbPM/LEiROsWLEiJM/IsJ35ABg+fDj9+/enbdu2XHzxxUydOpW//vqLQYMGlfTQwsp9993HrFmzWLRoEdHR0c7ZppiYGKpUqVLCowsv0dHRBXJpTjvtNGrVqqUcmyAbNmwYl1xyCWPGjKFXr158//33TJ06lalTp5b00MLKddddx3PPPccZZ5xBixYt2LhxIxMmTOD2228v6aGVeYcPH+a3335zfp+RkUF6ejo1a9bkjDPOIDk5mTFjxtCsWTOaNWvGmDFjqFq1Kv369Sv+wRX7fpoS9tprr5mGDRuaSpUqmfPPP1/bP4sB4PY1bdq0kh5auaCttsXn448/Nuecc46JiooyZ511lpk6dWpJDynsZGVlmaFDh5ozzjjDVK5c2TRp0sQ8/vjjJjs7u6SHVuYtX77c7X+bBwwYYIyxttuOGjXKxMbGmqioKHPZZZeZTZs2hWRsNmOMKf4QR0RERMQStjkfIiIiUjop+BAREZGQUvAhIiIiIaXgQ0REREJKwYeIiIiElIIPERERCSkFHyIiIhJSCj5EREQkpBR8iIiISEgp+BAREZGQUvAhIiIiIfV/Tfwamu3SJ3QAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Slope (coefficient): [2.9561956]\n",
      "Intercept: [4.1069419]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Noise level: 0.1, Coefficient: 2.8528583821224536, Intercept: 4.884979721383518\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# 生成线性数据，并使用普通数据画图\n",
    "np.random.seed(0)                                            \n",
    "X = 10* np.random.rand(200, 1)                                #生成一个200行一列的数组其中每个数都在0到1之间，乘10是为了让点均匀分布\n",
    "Y = 4 + 3 * X + np.random.randn(200, 1)                       # 添加高斯噪声，在竖直方向上下浮动\n",
    "\n",
    "\n",
    "plt.scatter(X, Y, color='blue', label='Data with noise')      # 绘制原始数据\n",
    "plt.legend()                                                  #让label生效\n",
    "plt.plot([X.min(),X.max()], [Y.min(),Y.max()], color='red')   #利用斜率画出直线\n",
    "plt.show()                                                    #生成图像\n",
    "\n",
    "#利用linearRegression预测数据然后拟合出直线                                                            \n",
    "model = LinearRegression()\n",
    "model.fit(X, Y)                                               # 创建并拟合模型\n",
    "X_pred = X                                                    \n",
    "Y_pred = model.predict(X_pred)                                #使用LR预测因变量\n",
    "plt.plot(X_pred, Y_pred, color='red', label='Fitted line')\n",
    "plt.scatter(X, Y, color='yellow', label='Data with noise')     #查看在普通数据点下用LR拟合出的新直线\n",
    "plt.legend()\n",
    "plt.show()\n",
    "print(f\"Slope (coefficient): {model.coef_[0]}\")               #写出斜率和截距\n",
    "print(f\"Intercept: {model.intercept_}\")\n",
    "\n",
    "#用折线图对比结果\n",
    "Y_pred = model.predict(X)                                          #生成预测数据\n",
    "plt.plot(range(len(Y)), Y, 'red', label='initial data')            #画出正常数据折线图\n",
    "plt.plot(range(len(Y)), Y_pred, 'b', label='predicted data')       #画出预测后数据的折线图\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#分析不同噪声水平的影响\n",
    "noise_levels = [0.1, 0.5, 1, 2, 4]                                 #使用循环以便在同一副图片里面画出直线\n",
    "for noise in noise_levels:                                         #同第一步+第二步\n",
    "    Y_noisy = 4 + 3 * X + np.random.randn(200, 1) * noise\n",
    "    model = LinearRegression()\n",
    "    model.fit(X, Y_noisy)\n",
    "    \n",
    "    # 绘制不同噪声水平的拟合结果\n",
    "    plt.scatter(X, Y_noisy, label=f'Noise level: {noise}')\n",
    "    plt.plot(X_pred, model.predict(X_pred), label=f'Fitted line (noise={noise})')\n",
    "    \n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# 输出不同噪声水平下的拟合参数\n",
    "for noise, coef, intercept in zip(noise_levels, model.coef_, model.intercept_):\n",
    "    print(f\"Noise level: {noise}, Coefficient: {coef[0]}, Intercept: {intercept}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf2389f4-69a4-4847-b9c0-d930c32dcb56",
   "metadata": {},
   "source": [
    "## 噪声越大，拟合出的直线偏差越大，但是也不会很大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "062587ea-1dcc-4458-9407-afc441283ffa",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "15866b00-f8e6-4fe5-8bbe-33e484112bb1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[2.85285838]]\n",
      "[4.88497972]\n"
     ]
    }
   ],
   "source": [
    "print(model.coef_)\n",
    "print(model.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "18c5c2ad-616e-44f6-9ea6-57eaf743ff71",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
